John A. Lee Professor UCL / EPL / ICTEAM and SSS / IREC / MIRO Avenue Hippocrate 54 bte B1.54.07 1348 Louvain-la-Neuve Belgium
Office: Harvey 0814, (99th floor) Phone: +32 2 764 95 28 Email: john [period] lee [snail] uclouvain [period] be Personal home page
Biography
John A. Lee was born in 1976 in Brussels, Belgium. He received the M.S. degree in Applied Sciences (Computer Engineering) in 1999 and the Ph.D. degree in Applied Sciences (Machine Learning) in 2003, both from the Université catholique de Louvain (UCL, Belgium).
His main interests are dimensionality reduction, intrinsic dimensionality estimation, clustering, vector quantization, and various aspects of image processing. He is a member of the UCL Machine Learning Group and a Research Associate with the Belgian F.N.R.S. (Fonds National de la Recherche Scientifique).
Together with Michel Verleysen, he wrote a monography entitled ‘Nonlinear Dimensionality Reduction’ published by Springer-Verlag in 2007. His current work aims at developing specific image enhancement techniques for positron emission tomography in the center of Molecular Imaging, Radiotherapy, and Oncology (MIRO).
Publications
Article de périodique (Journal article)
2020
Cohilis, Marie ; Sterpin, Edmond ; Lee, John Aldo ; Souris, Kevin. A noise correction of the ??index method for Monte Carlo dose distribution comparison. In: Medical Physics, (2019). doi:10.1002/mp.13888 (Accepté/Sous presse). http://hdl.handle.net/2078.1/226523
Buti, Gregory ; Souris, Kevin ; Barragan Montero, Ana Maria ; Cohilis, Marie ; Lee, John Aldo ; Sterpin, Edmond. Accelerated robust optimization algorithm for proton therapy treatment planning. In: Medical Physics, Vol. 47, no.7, p. 2746-2754 (2020). doi:10.1002/mp.14132. http://hdl.handle.net/2078.1/235306
Léger, Jean ; Brion, Eliott ; Desbordes, Paul ; De Vleeschouwer, Christophe ; Lee, John Aldo ; Macq, Benoît. Cross-domain data augmentation for deep-learning-based male pelvic organ segmentation in cone beam CT. In: Applied Sciences, (2020) (Accepté/Sous presse). http://hdl.handle.net/2078.1/226998
de Bodt, Cyril ; Mulders, Dounia ; Verleysen, Michel ; Lee, John Aldo. Fast Multiscale Neighbor Embedding. In: I E E E Transactions on Neural Networks and Learning Systems, Vol. /, no./, p. 1-15 (2020). doi:10.1109/TNNLS.2020.3042807. http://hdl.handle.net/2078.1/240236
2019
Tran, Thierry ; Denimal, Emmanuel ; Lafarge, Céline ; Journaux, Ludovic ; Lee, John Aldo ; Winckler, Pascale ; Perrier-Cornet, Jean-Marie ; Pradelles, Rémi ; Loupiac, Camille ; Cayot, Nathalie. Effect of high hydrostatic pressure on extraction of B-phycoerythrin from Porphyridium cruentum: Use of confocal microscopy and image processing. In: Algal Research, Vol. 38, p. 101394 (2019). doi:10.1016/j.algal.2018.101394. http://hdl.handle.net/2078.1/210051
Van Ooteghem, Geneviève ; Dasnoy-Sumell, Damien ; Lee, John Aldo ; Geets, Xavier. Mechanically-assisted and non-invasive ventilation for radiation therapy: A safe technique to regularize and modulate internal tumour motion. In: Radiotherapy and Oncology, Vol. 141, p. 283-291 (2019). doi:10.1016/j.radonc.2019.09.021. http://hdl.handle.net/2078.1/226698
Javaid, Umair ; Souris, Kevin ; Dasnoy-Sumell, Damien ; Huang, Sheng ; Lee, John Aldo. Mitigating inherent noise in Monte Carlo dose distributions using dilated U?Net. In: Medical Physics, Vol. 46, no.12, p. 5790-5798 (2019). doi:10.1002/mp.13856. http://hdl.handle.net/2078.1/226746
de Bodt, Cyril ; Mulders, Dounia ; Verleysen, Michel ; Lee, John Aldo. Nonlinear Dimensionality Reduction with Missing Data using Parametric Multiple Imputations. In: I E E E Transactions on Neural Networks and Learning Systems, Vol. 30, no. 4, p. 1166-1179 (2019). doi:10.1109/TNNLS.2018.2861891. http://hdl.handle.net/2078.1/203679
Souris, Kevin ; Barragan Montero, Ana Maria ; Janssens, Guillaume ; Di Perri, Dario ; Sterpin, Edmond ; Lee, John Aldo. Technical Note: Monte Carlo methods to comprehensively evaluate the robustness of 4D treatments in proton therapy. In: Medical Physics, Vol. 46, no.10, p. 4676-4684 (2019). doi:10.1002/mp.13749. http://hdl.handle.net/2078.1/226545
Buti, Gregory ; Souris, Kevin ; Barragan Montero, Ana Maria ; Lee, John Aldo ; Sterpin, Edmond. Towards fast and robust 4D optimization for moving tumors with scanned proton therapy. In: Medical Physics, Vol. 46, no.12, p. 5434-5443 (2019). doi:10.1002/mp.13850. http://hdl.handle.net/2078.1/226700
Buti, Gregory ; Souris, Kevin ; Barragan Montero, Ana Maria ; Lee, John Aldo ; Sterpin, Edmond. Towards fast and robust 4D optimization for moving tumors with scanned proton therapy. In: Medical Physics, Vol. 46, no.12, p. 5434-5443 (2019). doi:10.1002/mp.13850 (Soumis). http://hdl.handle.net/2078.1/226522
2018
Grégoire, Vincent ; Thorwarth, Daniela ; Lee, John Aldo. Molecular Imaging-Guided Radiotherapy for the Treatment of Head-and-Neck Squamous Cell Carcinoma: Does it Fulfill the Promises?. In: Seminars in Radiation Oncology, Vol. 28, no.1, p. 35-45 (2018). doi:10.1016/j.semradonc.2017.08.003. http://hdl.handle.net/2078.1/210059
Michiels, Steven ; Barragan Montero, Ana Maria ; Souris, Kevin ; Poels, Kenneth ; Crijns, Wouter ; Lee, John Aldo ; Sterpin, Edmond ; Nuyts, Sandra ; Haustermans, Karin ; Depuydt, Tom. Patient-specific bolus for range shifter air gap reduction in intensity-modulated proton therapy of head-and-neck cancer studied with Monte Carlo based plan optimization. In: Radiotherapy and Oncology, Vol. 128, no. 1, p. 161-166 (2018). doi:10.1016/j.radonc.2017.09.006. http://hdl.handle.net/2078.1/194129
Barragan Montero, Ana Maria ; Souris, Kevin ; Sanchez-Parcerisa, D. ; Sterpin, Edmond ; Lee, John Aldo. Performance of a hybrid Monte Carlo-Pencil Beam dose algorithm for proton therapy inverse planning:. In: Medical Physics, Vol. 45, no. 2, p. 846-862 (2018). doi:10.1002/mp.12688. http://hdl.handle.net/2078.1/207856
2017
Wanet, Marie ; Delor, Antoine ; Hanin, François-Xavier ; Ghaye, Benoît ; Van Maanen, Aline ; Remouchamps, Vincent ; Clermont, Christian ; Goossens, Samuel ; Lee, John Aldo ; Janssens, Guillaume ; Bol, Anne ; Geets, Xavier. An individualized radiation dose escalation trial in non-small cell lung cancer based on FDG-PET imaging.. In: Strahlentherapie und Onkologie, Vol. 193, no. 10, p. 812-822 (2017). doi:10.1007/s00066-017-1168-z. http://hdl.handle.net/2078.1/186658
Hatt, Mathieu ; Lee, John Aldo ; Schmidtlein, Charles R ; Naqa, Issam El ; Caldwell, Curtis ; De Bernardi, Elisabetta ; Lu, Wei ; Das, Shiva ; Geets, Xavier ; Grégoire, Vincent ; Jeraj, Robert ; MacManus, Michael P ; Mawlawi, Osama R ; Nestle, Ursula ; Pugachev, Andrei B ; Schöder, Heiko ; Shepherd, Tony ; Spezi, Emiliano ; Visvikis, Dimitris ; Zaidi, Habib ; Kirov, Assen S. Classification and evaluation strategies of auto-segmentation approaches for PET: Report of AAPM task group No. 211.. In: Medical physics, Vol. 44, no. 6, p. e1-e42 (2017). doi:10.1002/mp.12124. http://hdl.handle.net/2078.1/194729
Brousmiche, Sébastien ; Souris, Kevin ; Orban de Xivry, Jonathan ; Lee, John Aldo ; Macq, Benoît ; Seco, Joao. Combined influence of CT random noise and HU-RSP calibration curve nonlinearities on proton rage systematic errors. In: Physics in Medicine and Biology, Vol. 62, p. 8226. doi:10.1088/1361-6560/aa86e9. http://hdl.handle.net/2078.1/189252
Herault, Romain ; Orth, Dominic ; Seifert, Ludovic ; Boulanger, Jeremie ; Lee, John Aldo. Comparing dynamics of fluency and inter-limb coordination in climbing activities using multi-scale Jensen?Shannon embedding and clustering. In: Data Mining and Knowledge Discovery, Vol. 31, no.6, p. 1758-1792 (2017). doi:10.1007/s10618-017-0522-1. http://hdl.handle.net/2078.1/189098
Sorriaux, Jefferson ; Testa, Maraud ; Paganetti, Harald ; Bertrand, Damien ; Lee, John Aldo ; Palmans, Hugo ; Vynckier, Stefaan ; Sterpin, Edmond. Consistency in quality correction factors for ionization chamber dosimetry in scanned proton beam therapy. In: Medical Physics, Vol. 44, no. 9, p. 4919-4927 (2017). doi:10.1002/mp.12434. http://hdl.handle.net/2078.1/189114
Di Perri, Dario ; Lee, John Aldo ; Bol, Anne ; Hanin, François-Xavier ; Janssens, Guillaume ; Labar, Daniel ; Robert, Annie ; Sterpin, Edmond ; Geets, Xavier. Correlation analysis of [18F]fluorodeoxyglucose and [18F]fluoroazomycin arabinoside uptake distributions in lung tumours during radiation therapy. In: Acta Oncologica, Vol. 56, p. 1181-1188 (2017). doi:10.1080/0284186x.2017.1329594. http://hdl.handle.net/2078.1/194125
Lin, Liyong ; Souris, Kevin ; Kang, Minglei ; Glick, Adam ; Lin, Haibo ; Huang, Sheng ; Stützer, Kristin ; Janssens, Guillaume ; Sterpin, Edmond ; Lee, John Aldo ; Solberg, Timothy D ; McDonough, James E ; Simone, Charles B ; Ben-Josef, Edgar. Evaluation of motion mitigation using abdominal compression in the clinical implementation of pencil beam scanning proton therapy of liver tumors.. In: Medical physics, Vol. 44, p. 703-712 (2017). doi:10.1002/mp.12040. http://hdl.handle.net/2078.1/194128
Di Perri, Dario ; Lee, John Aldo ; Bol, Anne ; Hanin, François-Xavier ; Janssens, Guillaume ; Labar, Daniel ; Robert, Annie ; Sterpin, Edmond ; Geets, Xavier. Evolution of [18F]fluorodeoxyglucose and [18F]fluoroazomycin arabinoside PET uptake distributions in lung tumours during radiation therapy.. In: Acta Oncologica, Vol. 56, no. 4, p. 516-524 (2017). doi:10.1080/0284186X.2017.1287943. http://hdl.handle.net/2078.1/194126
Sorriaux, Jefferson ; Testa, Mauro ; Paganetti, Harald ; Orban de Xivry, Jonathan ; Lee, John Aldo ; Traneus, Erik ; Souris, Kevin ; Vynckier, Stefaan ; Sterpin, Edmond. Experimental assessment of proton dose calculation accuracy in inhomogeneous media. In: Physica Medica, Vol. 38, p. 10-15 (2017). doi:10.1016/j.ejmp.2017.04.020. http://hdl.handle.net/2078.1/192940
Laloy, Eric ; Hérault, Romain ; Lee, John Aldo ; Jacques, Diederik ; Linde, Niklas. Inversion using a new low-dimensional representation of complex binary geological media based on a deep neural network. In: Advances in Water Resources, Vol. 110, p. 387-405 (2017). doi:10.1016/j.advwatres.2017.09.029. http://hdl.handle.net/2078.1/192885
Alvarez-Meza, A.M. ; Lee, John Aldo ; Verleysen, Michel ; Castellanos-Dominguez, G.. Kernel-based dimensionality reduction using Renyi's ?-entropy measures of similarity. In: Neurocomputing, Vol. 222, no./, p. 36-46 (2017). doi:10.1016/j.neucom.2016.10.004. http://hdl.handle.net/2078.1/181041
Differding, Sarah ; Sterpin, Edmond ; Hermand, Nicolas ; Vanstraelen, Bianca ; Nuyts, Sandra ; de Patoul, Nathalie ; Denis, Jean-Marc ; Lee, John Aldo ; Grégoire, Vincent. Radiation dose escalation based on FDG-PET driven dose painting by numbers in oropharyngeal squamous cell carcinoma: a dosimetric comparison between TomoTherapy-HA and RapidArc. In: Radiation Oncology, Vol. 12, no. 1, p. 59 [1-10] (2017). doi:10.1186/s13014-017-0793-0. http://hdl.handle.net/2078.1/192893
Berthon, Beatrice ; Spezi, Emiliano ; Galavis, Paulina ; Shepherd, Tony ; Apte, Aditya ; Hatt, Mathieu ; Fayad, Hadi ; De Bernardi, Elisabetta ; Soffientini, Chiara D ; Ross Schmidtlein, C ; El Naqa, Issam ; Jeraj, Robert ; Lu, Wei ; Das, Shiva ; Zaidi, Habib ; Mawlawi, Osama R ; Visvikis, Dimitris ; Lee, John Aldo ; Kirov, Assen S. Toward a standard for the evaluation of PET-Auto-Segmentation methods following the recommendations of AAPM task group No. 211: Requirements and implementation.. In: Medical Physics, Vol. 44, no.8, p. 4098-4111 (2017). doi:10.1002/mp.12312. http://hdl.handle.net/2078.1/203667
Lafarge, Céline ; Journaux, Ludovic ; Bonnotte, Aline ; Lherminier, Jeannine ; Lee, John Aldo ; Le Bail, Patricia ; Cayot, Nathalie. Trapping of carvacrol by konjac glucomannan-potato starch gels: Stability from macroscopic to microscopic scale, using image processing. In: Food Hydrocolloids, Vol. 66, no./, p. 216-226 (2017). doi:10.1016/j.foodhyd.2016.11.020. http://hdl.handle.net/2078.1/181052
Sacha, Dominik ; Zhang, Leishi ; Sedlmair, Michael ; Lee, John Aldo ; Peltonen, Jaakko ; Weiskopf, Daniel ; North, Stephen C. ; Keim, Daniel A.. Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis. In: IEEE Transactions on Visualization and Computer Graphics, Vol. 23, no.1, p. 241-250 (2017). doi:10.1109/TVCG.2016.2598495. http://hdl.handle.net/2078.1/181046
Sacha, Dominik ; Sedlmair, Michael ; Zhang, Leishi ; Lee, John Aldo ; Peltonen, Jaakko ; Weiskopf, Daniel ; North, Stephen C. ; Keim, Daniel A.. What you see is what you can change: Human-centered machine learning by interactive visualization. In: Neurocomputing, Vol. 268, p. 164-175 (2017). doi:10.1016/j.neucom.2017.01.105 (Soumis). http://hdl.handle.net/2078.1/192890
2016
Souris, Kevin ; Lee, John Aldo ; Sterpin, Edmond. Fast multipurpose Monte Carlo simulation for proton therapy using multi- and many-core CPU architectures. In: Medical Physics, Vol. 43, no. 4, p. 1700-1712 (2016). doi:10.1118/1.4943377. http://hdl.handle.net/2078.1/178802
Differding, Sarah ; Sterpin, Edmond ; Janssens, Guillaume ; Hanin, François-Xavier ; Lee, John Aldo ; Grégoire, Vincent. Methodology for adaptive and robust FDG-PET escalated dose painting by numbers in head and neck tumors. In: Acta Oncologica, Vol. 55, no.2, p. 217-225 (2016). doi:10.3109/0284186X.2015.1046997. http://hdl.handle.net/2078.1/175636
Sterpin, Edmond ; Barragan Montero, Ana Maria ; Souris, Kevin ; Lee, John Aldo. Planification de traitement robuste en protonthérapie. In: Cancer radiothérapie, Vol. 20, no. 6-7, p. 523-529 (2016). doi:10.1016/j.canrad.2016.07.075. http://hdl.handle.net/2078.1/178801
Albert, Jaroslav ; Labarbe, Rudi ; Sterpin, Edmond ; Macq, Benoît ; Lee, John Aldo. Prediction of Patient Setup Errors and Errors in the Calibration Curve from Prompt Gamma Proton Range Measurements. In: Medical Physics, Vol. 43, no.6, p. 3421 (June 2016). doi:10.1118/1.4955973. http://hdl.handle.net/2078.1/180955
2015
Brousmiche, Sébastien ; Souris, Kevin ; Orban de Xivry, Jonathan ; Lee, John Aldo ; Macq, Benoît ; Seco, Joao. Assessing How Stochastic CT Noise Can Lead to Systematic Proton Range Errors. In: Medical Physics, Vol. 42, no.6, p. 3726 (June 2015). doi:10.1118/1.4926229. http://hdl.handle.net/2078.1/181244
Barragan Montero, Ana Maria ; Differding, Sarah ; Janssens, G. ; Lee, John Aldo ; Sterpin, Edmond. Feasibility and robustness of dose painting by numbers in proton therapy with contour-driven plan optimization. In: Medical Physics, Vol. 42, no.4, p. 2006-2017 (2015). doi:10.1118/1.4915082. http://hdl.handle.net/2078.1/164976
Sterpin, Edmond ; Differding, Sarah ; Janssens, Guillaume ; Geets, Xavier ; Grégoire, Vincent ; Lee, John Aldo. Generation of prescriptions robust against geometric uncertainties in dose painting by numbers. In: Acta Oncologica, Vol. 54, no. 2, p. 253-260 (2015). doi:10.3109/0284186X.2014.930171. http://hdl.handle.net/2078.1/150058
Servagi-Vernat, Stéphanie ; Differding, Sarah ; Sterpin, Edmond ; Hanin, François-Xavier ; Labar, Daniel ; Bol, Anne ; Lee, John Aldo ; Grégoire, Vincent. Hypoxia-guided adaptive radiation dose escalation in head and neck carcinoma: A planning study. In: Acta Oncologica, , p. 1-9 (2015). doi:10.3109/0284186X.2014.990109 (Accepté/Sous presse). http://hdl.handle.net/2078.1/155534
Goossens, Samuel ; Descampe, Antonin ; Orban de Xivry, Jonathan ; Lee, John Aldo ; Delor, Antoine ; Janssens, Guillaume ; Geets, Xavier. Impact of motion induced artifacts on automatic registration of lung tumors in Tomotherapy. In: Physica Medica, Vol. 31, no. 8, p. 963-968 (2015). doi:10.1016/j.ejmp.2015.07.140. http://hdl.handle.net/2078.1/171416
Bernard, Guillaume ; Verleysen, Michel ; Lee, John Aldo. Incremental classification of objects in scenes: Application to the delineation of images. In: Neurocomputing, Vol. 152, no.1, p. 45-57 (2015). doi:10.1016/j.neucom.2014.11.020. http://hdl.handle.net/2078.1/156129
Lee, John Aldo ; Peluffo-Ordóñez, Diego H. ; Verleysen, Michel. Multi-scale similarities in stochastic neighbour embedding: Reducing dimensionality while preserving both local and global structure. In: Neurocomputing, Vol. 169, no./, p. 246-261 (2015). doi:10.1016/j.neucom.2014.12.095. http://hdl.handle.net/2078.1/167313
2014
Servagi Vernat, Stéphanie ; Differding, Sarah ; Hanin, François-Xavier ; Labar, Daniel ; Bol, Anne ; Lee, John Aldo ; Grégoire, Vincent. A prospective clinical study of ¹?F-FAZA PET-CT hypoxia imaging in head and neck squamous cell carcinoma before and during radiation therapy. In: European Journal of Nuclear Medicine and Molecular Imaging, Vol. 41, no. 8, p. 1544-1552 (2014). doi:10.1007/s00259-014-2730-x. http://hdl.handle.net/2078.1/153839
Embrechts, Mark J. ; Rossi, Fabrice ; Schleif, Frank-Michael ; Lee, John Aldo. Advances in artificial neural networks, machine learning, and computational intelligence (ESANN 2013). In: Neurocomputing, Vol. 141, no.1, p. 1-2 (2014). doi:10.1016/j.neucom.2014.03.002. http://hdl.handle.net/2078.1/156130
Goossens, Samuel ; Senny, Frédéric ; Lee, John Aldo ; Janssens, Guillaume ; Geets, Xavier. Assessment of tumor motion reproducibility with audio-visual coaching through successive 4D CT sessions. In: Journal of Applied Clinical Medical Physics, Vol. 15, no. 1, p. 47-56 (2014). doi:10.1120/jacmp.v15i1.4332. http://hdl.handle.net/2078.1/156134
Withofs, Nadia ; Bernard, Claire ; Van der Rest, Catherine ; Martinive, Philippe ; Hatt, Mathieu ; Jodogne, Sebastien ; Visvikis, Dimitris ; Lee, John Aldo ; Coucke, Philippe A ; Hustinx, Roland. FDG PET/CT for rectal carcinoma radiotherapy treatment planning: comparison of functional volume delineation algorithms and clinical challenges.. In: Journal of Applied Clinical Medical Physics, Vol. 15, no.5, p. 4696 (2014). doi:10.1120/jacmp.v15i5.4696. http://hdl.handle.net/2078.1/156136
Geets, Xavier ; Sterpin, Edmond ; Wanet, Marie ; Di Perri, Dario ; Lee, John Aldo. Metabolic imaging in non-small-cell lung cancer radiotherapy. In: Cancer radiothérapie, Vol. 18, no.5-6, p. 402-5 (2014 Oct). doi:10.1016/j.canrad.2014.07.146. http://hdl.handle.net/2078.1/171415
Brousmiche, Sébastien ; Rosa Seabra, José Carlos ; Labarbe, Rudi ; Vila Oliva, Marc Manel ; Rit, Simon ; Wikler, David Michael ; Lee, John Aldo ; Macq, Benoît. PO-0783: design of cone-beam CT for proton therapy gantry. In: Radiotherapy & Oncology, Vol. 111, p. 52-53. doi:10.1016/S0167-8140(15)30901-4. http://hdl.handle.net/2078.1/192465
Bol, Vanesa ; Bol, Anne ; Bouzin, Caroline ; Labar, Daniel ; Lee, John Aldo ; Janssens, Guillaume ; Porporato, Paolo ; Sonveaux, Pierre ; Feron, Olivier ; Grégoire, Vincent. Reprogramming of tumor metabolism by targeting mitochondria improves tumor response to irradiation.. In: Acta Oncologica, Vol. 54, no. 2, p. 266-274 (2015). doi:10.3109/0284186X.2014.932006. http://hdl.handle.net/2078.1/147346
Bernard, G. ; Verleysen, Michel ; Lee, John Aldo. SU-C-18A-03: Automatic Organ at Risk Delineation with Machine Learning Techniques. In: Medical Physics, Vol. 41, no.6, p. 101 (2014). doi:10.1118/1.4887830. http://hdl.handle.net/2078.1/156927
Arens, Anne I. J. ; Troost, Esther G. C. ; Hoeben, Bianca A. W. ; Grootjans, Willem ; Lee, John Aldo ; Grégoire, Vincent ; Hatt, Mathieu ; Visvikis, Dimitris ; Bussink, Johan ; Oyen, Wim J. G. ; Kaanders, Johannes H. A. M. ; Visser, Eric P.. Semiautomatic methods for segmentation of the proliferative tumour volume on sequential FLT PET/CT images in head and neck carcinomas and their relation to clinical outcome. In: European Journal of Nuclear Medicine and Molecular Imaging, Vol. 41, no. 5, p. 915-924 (2014). doi:10.1007/s00259-013-2651-0. http://hdl.handle.net/2078.1/156138
Peluffo Ordoñez, Diego Hernan ; Lee, John Aldo ; Verleysen, Michel. Short review of dimensionality reduction methods based on stochastic neighbour embedding. In: Advances in Self-Organizing Maps and Learning Vector Quantization, Vol. 295, no.part I, p. 65-74 (2014). doi:10.1007/978-3-319-07695-9_6. http://hdl.handle.net/2078.1/156932
Wanet, Marie ; Sterpin, Edmond ; Janssens, Guillaume ; Delor, Antoine ; Lee, John Aldo ; Geets, Xavier. Validation of the mid-position strategy for lung tumors in helical TomoTherapy.. In: Radiotherapy and oncology, Vol. 110, no. 3, p. 529-537 (2014). doi:10.1016/j.radonc.2013.10.025. http://hdl.handle.net/2078.1/137822
2013
Geets, Xavier ; Grégoire, Vincent ; Lee, John Aldo. Implementation of hypoxia PET imaging in radiation therapy planning. In: The Quarterly Journal of Nuclear Medicine and Molecular Imaging, Vol. 57, no.3, p. 271-282 (201). http://hdl.handle.net/2078.1/135368
McGurk, Ross J ; Smith, Valerie A ; Bowsher, James ; Lee, John Aldo ; Das, Shiva K. Influence of filter choice on 18F-FDG PET segmentation accuracy determined using generalized estimating equations.. In: Physics in medicine and biology, Vol. 58, no. 11, p. 3517-3534 (2013). doi:10.1088/0031-9155/58/11/3517. http://hdl.handle.net/2078.1/135369
Lee, John Aldo ; Renard, Emilie ; Bernard, G. ; Dupont, Pierre ; Verleysen, M.. Type 1 and 2 mixtures of Kullback-Leibler divergences as cost functions in dimensionality reduction based on similarity preservation. In: Neurocomputing, Vol. 112, no. 1, p. 92-108 (2013). doi:10.1016/j.neucom.2012.12.036. http://hdl.handle.net/2078.1/135365
2012
Shepherd, Tony ; Teras, Mika ; Beichel, Reinhard R ; Boellaard, Ronald ; Bruynooghe, Michel ; Dicken, Volker ; Gooding, Mark J ; Julyan, Peter J ; Lee, John Aldo ; Lefèvre, Sébastien. Comparative study with new accuracy metrics for target volume contouring in PET image guided radiation therapy.. In: IEEE transactions on medical imaging, Vol. 31, no.11, p. 2006-24 (2012). doi:10.1109/TMI.2012.2202322. http://hdl.handle.net/2078.1/141328
Sorriaux, Jefferson ; Kacperek, A. ; Rossomme, Séverine ; Lee, John Aldo ; Bertrand, D. ; Vynckier, Stefaan ; Sterpin, Edmond. Evaluation of Gafchromic ® EBT3 films characteristics in therapy photon, electron and proton beams. In: Physica Medica : an international journal devoted to the applications of physics to medicine and biology, (2012). doi:10.1016/j.ejmp.2012.10.001 (Accepté/Sous presse). http://hdl.handle.net/2078.1/125051
Sterpin, Edmond ; Janssens, Guillaume ; Orban de Xivry, Jonathan ; Goossens, Samuel ; Wanet, Marie ; Lee, John Aldo ; Bol, Vanesa ; Delor, Antoine ; Vynckier, Stefaan ; Grégoire, Vincent ; Geets, Xavier. Helical tomotherapy SIB and hypo-fractionated stereotactic treatments of lung tumors without gating or tracking: a 4D Monte Carlo treatment planning study. In: Radiotherapy & Oncology, Vol. 104, no. 2, p. 173-180 (August 2012). doi:10.1016/j.radonc.2012.06.005. http://hdl.handle.net/2078.1/106123
Thorwarth, D. ; Beyer, T. ; Boellaard, R. ; de Ruysscher, D. ; Grgic, A. ; Lee, John Aldo ; Pietrzyk, U. ; Sattler, B. ; Schaefer, A. ; van Elmpt, W. ; Vogel, W. ; Oyen, W. J. G. ; Nestle, U.. Integration of FDG-PET/CT into external beam radiation therapy planning. In: Nuklearmedizin, Vol. 51, no. 4, p. 140-153 (2012). doi:10.3413/Nukmed-0455-11-12. http://hdl.handle.net/2078.1/116547
Grégoire, Vincent ; Jeraj, Robert ; Lee, John Aldo ; O?Sullivan, Brian. Radiotherapy for head and neck tumours in 2012 and beyond: conformal, tailored, and adaptive?. In: The Lancet Oncology, Vol. 13, no. 7, p. e292-e300 (2012). doi:10.1016/S1470-2045(12)70237-1. http://hdl.handle.net/2078/116549
2011
Castadot, Pierre ; Geets, Xavier ; Lee, John Aldo ; Grégoire, Vincent. Adaptive functional image-guided IMRT in pharyngo-laryngeal squamous cell carcinoma: is the gain in dose distribution worth the effort?. In: Radiotherapy & Oncology, Vol. 101, no.3, p. 343-350 (2011). doi:10.1016/j.radonc.2011.06.011. http://hdl.handle.net/2078.1/120226
Carruthers, F ; Lee, John Aldo ; Lhommel, Renaud ; Grégoire, Vincent. Adaptive treatment with Hi-Art Tomotherapy for locally advanced head and neck squamous cell carcinoma. In: Radiotherapy & Oncology, Vol. 99, p. S236 (2011). doi:10.1016/S0167-8140(11)70704-6. http://hdl.handle.net/2078.1/126470
Wanet, Marie ; Lee, John Aldo ; Weynand, Birgit ; De Bast, Marc ; Poncelet, Alain ; Lacroix, Valérie ; Coche, Emmanuel ; Grégoire, Vincent ; Geets, Xavier. Gradient-based delineation of the primary GTV on FDG-PET in non-small cell lung cancer: A comparison with threshold-based approaches, CT and surgical specimens.. In: Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology, Vol. 98, no. 1, p. 117-125 (2011). doi:10.1016/j.radonc.2010.10.006. http://hdl.handle.net/2078.1/68617
De Decker, Arnaud ; François, Damien ; Verleysen, Michel ; Lee, John Aldo. Mode estimation in high-dimensional spaces with flat-top kernels: Application to image denoising. In: Neurocomputing, Vol. 74, no. 9, p. 1402-1410 (April 2011). doi:10.1016/j.neucom.2010.12.013. http://hdl.handle.net/2078.1/82249
2010
De Decker, Arnaud ; Lee, John Aldo ; Verleysen, Michel. A principled approach to image denoising with similarity kernels involving patches. In: Neurocomputing, Vol. 73, no. 7-9, p. 1199-1209 (2010). doi:10.1016/j.neucom.2009.12.022. http://hdl.handle.net/2078.1/33961
Castadot, Pierre ; Geets, Xavier ; Grégoire, Vincent ; Lee, John Aldo. Adaptive radiotherapy of head and neck cancer. In: Seminars in Radiation Oncology, Vol. 20, no. 2, p. 84-93 (2010). doi:10.1016/j.semradonc.2009.11.002. http://hdl.handle.net/2078.1/30458
Angulo, Cecilio ; Lee, John Aldo ; Schleif, Frank-Michael. Advances in computational intelligence and learning (ESANN 2009). In: Neurocomputing, Vol. 73, no. 7-9, p. 1049-1050 (2010). doi:10.1016/j.neucom.2009.12.020. http://hdl.handle.net/2078.1/34749
Castadot, Pierre ; Geets, Xavier ; Lee, John Aldo ; Christian, Nicolas ; Grégoire, Vincent. Assessment by a deformable registration method of the volumetric and positional changes of target volumes and organs at risk in pharyngo-laryngeal tumors treated with concomitant chemo-radiation. In: Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology, Vol. 95, no. 2, p. 209-217 (2010). doi:10.1016/j.radonc.2010.03.007. http://hdl.handle.net/2078.1/32132
Orban de Xivry, Jonathan ; Castadot, Pierre ; Janssens, Guillaume ; Lee, John Aldo ; Geets, Xavier ; Grégoire, Vincent ; Macq, Benoît. Evaluation of the radiobiological impact of anatomic modifications during radiation therapy for head and neck cancer : can we simply summate the dose?. In: Radiotherapy & Oncology, Vol. 96, no. 1, p. 131-138 (2010). doi:10.1016/j.radonc.2010.05.009. http://hdl.handle.net/2078.1/32555
Christian, Nicolas ; Deheneffe, Stéphanie ; Bol, Anne ; De Bast, Marc ; Labar, Daniel ; Lee, John Aldo ; Grégoire, Vincent. Is (18)F-FDG a surrogate tracer to measure tumor hypoxia? : Comparison with the hypoxic tracer (14)C-EF3 in animal tumor models. In: Radiotherapy and oncology, Vol. 97, no. 2, p. 183-188 (2010). doi:10.1016/j.radonc.2010.02.020. http://hdl.handle.net/2078.1/108051
Sattler, Bernhard ; Coche, Emmanuel ; Lee, John Aldo ; Lonsdale, Markus. PET/CT (and CT) instrumentation, image reconstruction and data transfer for radiotherapy planning. In: Radiotherapy & Oncology, Vol. 96, no. 3, p. 288-297 (2010). doi:10.1016/j.radonc.2010.07.009. http://hdl.handle.net/2078.1/35026
Lee, John Aldo ; Verleysen, Michel. Scale-independent quality criteria for dimensionality reduction. In: Pattern Recognition Letters, Vol. 31, no. 14, p. 2248-2257 (2010). doi:10.1016/j.patrec.2010.04.013. http://hdl.handle.net/2078.1/34378
Lee, John Aldo. Segmentation of positron emission tomography images: Some recommendations for target delineation in radiation oncology.. In: Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology, Vol. 96, no. 3, p. 302-7 (2010). doi:10.1016/j.radonc.2010.07.003. http://hdl.handle.net/2078.1/33190
2009
Roels, Sarah ; Slagmolen, Pieter ; Nuyts, Johan ; Lee, John Aldo ; Loeckx, Dirk ; Maes, Frederik ; Vandecaveye, Vincent ; Stroobants, Sigrid ; Ectors, Nadine ; Penninckx, Freddy ; Haustermans, Karin. Biological Image-guided Radiotherapy in Rectal Cancer: Challenges and Pitfalls. In: International Journal of Radiation: Oncology - Biology - Physics, Vol. 75, no. 3, p. 782-790 (2009). doi:10.1016/j.ijrobp.2008.11.031. http://hdl.handle.net/2078.1/35250
Vaandering, Aude ; Lee, John Aldo ; Renard, Laurette ; Grégoire, Vincent. Evaluation of MVCT protocols for brain and head and neck tumor patients treated with helical tomotherapy. In: Radiotherapy & Oncology, Vol. 93, no. 1, p. 50-56 (2009). doi:10.1016/j.radonc.2009.05.009. http://hdl.handle.net/2078.1/22657
Lee, John Aldo ; Verleysen, Michel. Quality assessment of dimensionality reduction: Rank-based criteria. In: Neurocomputing, Vol. 72, no. 7-9, p. 1431-1443 (2009). doi:10.1016/j.neucom.2008.12.017. http://hdl.handle.net/2078.1/58980
Geets, Xavier ; Lee, John Aldo ; Castadot, Pierre ; Bol, Anne ; Grégoire, Vincent. Rôle potentiel de la TEP-FDG pour la définition du volume tumoral macroscopique (GTV) des cancers des voies aérodigestives supérieures et du poumon : Potential place of FDG-PET for the GTV delineation in head and neck and lung cancers. In: Cancer radiothérapie, Vol. 13, no. 6-7, p. 594-599 (2009). doi:10.1016/j.canrad.2009.06.025. http://hdl.handle.net/2078.1/24559
Christian, Nicolas ; Lee, John Aldo ; Bol, Anne ; De Bast, Marc ; Jordan, Bénédicte ; Grégoire, Vincent. The limitation of PET imaging for biological adaptive-IMRT assessed in animal models. In: Radiotherapy & Oncology, Vol. 91, no. 1, p. 101-106 (2009). doi:10.1016/j.radonc.2008.11.014. http://hdl.handle.net/2078.1/20781
Janssen, Marco H. M. ; Aerts, Hugo J. W. L. ; Oellers, Michel C. ; Bosmans, Geert ; Lee, John Aldo ; Buijsen, Jeroen ; De Ruysscher, Dirk ; Lambin, Philippe ; Lammering, Guido ; Dekker, Andre L. A. J.. Tumor Delineation Based On Time-activity Curve Differences Assessed With Dynamic Fluorodeoxyglucose Positron Emission Tomography-computed Tomography in Rectal Cancer Patients. In: International Journal of Radiation: Oncology - Biology - Physics, Vol. 73, no. 2, p. 456-465 (2009). doi:10.1016/j.ijrobp.2008.04.019. http://hdl.handle.net/2078.1/35866
2008
Vermandel, M. ; Fin, L. ; Hapdey, S. ; Bol, Anne ; Betrouni, N. ; Daouk, J. ; Gardin, I. ; Lee, John Aldo ; Jounwaz, R. ; Rousseau, J. ; Huglo, D.. An easy-to-use phantom and protocol for weekly PET quality assessment: A multicenter study. In: Medical Physics, Vol. 35, no. 9, p. 3922-3934 (2008). doi:10.1118/1.2964091. http://hdl.handle.net/2078.1/36395
Lee, John Aldo ; Vrins, Frédéric ; Verleysen, Michel. Blind source separation based on endpoint estimation with application to the MLSP 2006 data competition. In: Neurocomputing, Vol. 72, no. 1-3, p. 47-56 (2008). doi:10.1016/j.neucom.2007.12.047. http://hdl.handle.net/2078.1/35931
Castadot, Pierre ; Lee, John Aldo ; Parraga, Adriane ; Geets, Xavier ; Macq, Benoît ; Grégoire, Vincent. Comparison of 12 deformable registration strategies in adaptive radiation therapy for the treatment of head and neck tumors. In: Radiotherapy & Oncology, Vol. 89, no. 1, p. 1-12 (2008). doi:10.1016/j.radonc.2008.04.010. http://hdl.handle.net/2078.1/12611
Mahy, Pierre ; Geets, Xavier ; Lonneux, Max ; Levêque, Philippe ; Christian, Nicolas ; De Bast, Marc ; Gillart, Jacques ; Labar, Daniel ; Lee, John Aldo ; Grégoire, Vincent. Determination of tumour hypoxia with [(18)F]EF3 in patients with head and neck tumours : a phase I study to assess the tracer pharmacokinetics, biodistribution and metabolism. In: European Journal of Nuclear Medicine and Molecular Imaging, Vol. 35, no. 7, p. 1282-1289 (2008). doi:10.1007/s00259-008-0742-0. http://hdl.handle.net/2078.1/11311
Lee, John Aldo ; Geets, Xavier ; Grégoire, Vincent ; Bol, Anne. Edge-preserving filtering of images with low photon counts.. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 30, no. 6, p. 1014-1027 (2008). doi:10.1109/TPAMI.2008.16. http://hdl.handle.net/2078.1/22145
Christian, Nicolas ; Lee, John Aldo ; Bol, Anne ; De Bast, Marc ; Gallez, Bernard ; Grégoire, Vincent. Immobilization device for in vivo and in vitro multimodality image registration of rodent tumors. In: Radiotherapy and oncology, Vol. 87, no. 1, p. 147-151 (2008). doi:10.1016/j.radonc.2008.02.016. http://hdl.handle.net/2078.1/11331
2007
Geets, Xavier ; Lee, John Aldo ; Bol, Anne ; Lonneux, Max ; Grégoire, Vincent. A gradient-based method for segmenting FDG-PET images: methodology and validation.. In: European Journal of Nuclear Medicine and Molecular Imaging, Vol. 34, no. 9, p. 1427-1438 (2007). doi:10.1007/s00259-006-0363-4. http://hdl.handle.net/2078.1/10926
Vrins, Frédéric ; Lee, John Aldo ; Verleysen, Michel. A minimum-range approach to blind extraction of bounded sources.. In: IEEE Transactions on Neural Networks, Vol. 18, no. 3, p. 809-822 (2007). doi:10.1109/TNN.2006.889941. http://hdl.handle.net/2078.1/10982
Geets, Xavier ; Tomsej, Milan ; Lee, John Aldo ; Duprez, Thierry ; Coche, Emmanuel ; Cosnard, Guy ; Lonneux, Max ; Grégoire, Vincent. Adaptive biological image-guided IMRT with anatomic and functional imaging in pharyngo-laryngeal tumors: impact on target volume delineation and dose distribution using helical tomotherapy.. In: Radiotherapy & Oncology, Vol. 85, no. 1, p. 105-115 (2007). doi:10.1016/j.radonc.2007.05.010. http://hdl.handle.net/2078.1/11000
Christian, Nicolas ; Bol, Anne ; De Bast, Marc ; Labar, Daniel ; Lee, John Aldo ; Mahy, Pierre ; Grégoire, Vincent. Determination of tumour hypoxia with the PET tracer [18F]EF3: improvement of the tumour-to-background ratio in a mouse tumour model.. In: European journal of nuclear medicine and molecular imaging, Vol. 34, no. 9, p. 1348-54 (2007). doi:10.1007/s00259-007-0376-7. http://hdl.handle.net/2078.1/10880
Simon, Geoffroy ; Lee, John Aldo ; Cottrell, Marie ; Verleysen, Michel. Forecasting the CATS benchmark with the Double Vector Quantization method. In: Neurocomputing, Vol. 70, no. 13-15, p. 2400-2409 (2007). doi:10.1016/j.neucom.2005.12.137. http://hdl.handle.net/2078.1/37447
Hoffmann, Aswin L ; van Dalen, Jorn A ; Lee, John Aldo ; Grégoire, Vincent ; Oyen, Wim J G ; Kaanders, Johannes H A M. Regarding Davis et al.: Assessment of (18)F PET signals for automatic target volume definition in radiotherapy treatment planning.. In: Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology, Vol. 83, no. 1, p. 102-3; author reply 103 (2007). doi:10.1016/j.radonc.2006.11.020. http://hdl.handle.net/2078.1/25016
2006
Grégoire, Vincent ; Bol, Anne ; Geets, Xavier ; Lee, John Aldo. Is PET-based treatment planning the new standard in modern radiotherapy? The head and neck paradigm.. In: Seminars in Radiation Oncology, Vol. 16, no. 4, p. 232-238 (2006). doi:10.1016/j.semradonc.2006.04.006. http://hdl.handle.net/2078.1/10728
Simon, Geoffroy ; Lee, John Aldo ; Verleysen, Michel. Unfolding preprocessing for meaningful time series clustering.. In: Neural networks : the official journal of the International Neural Network Society, Vol. 19, no. 6-7, p. 877-888 (2006). doi:10.1016/j.neunet.2006.05.020. http://hdl.handle.net/2078.1/10631
2005
Lee, John Aldo ; Verleysen, Michel. Nonlinear dimensionality reduction of data manifolds with essential loops. In: Neurocomputing, Vol. 67, p. 29-53 (2005). doi:10.1016/j.neucom.2004.11.042. http://hdl.handle.net/2078.1/39157
2004
Lee, John Aldo ; Lendasse, Amaury ; Verleysen, Michel. Nonlinear projection with curvilinear distances: Isomap versus curvilinear distance analysis. In: Neurocomputing, Vol. 57, p. 49-76 (03/2004). doi:10.1016/j.neucom.2004.01.007. http://hdl.handle.net/2078.1/143099
2002
Lee, John Aldo ; Verleysen, Michel. Self-organizing maps with recursive neighborhood adaptation.. In: Neural networks : the official journal of the International Neural Network Society, Vol. 15, no. 8-9, p. 993-1003 (2002). http://hdl.handle.net/2078.1/9292
2001
Lendasse, Amaury ; Lee, John Aldo ; de Bodt, Eric ; Wertz, Vincent ; Verleysen, Michel. Dimension reduction of technical indicators for the prediction of financial time series - Application to the BEL20 Market Index. In: European Journal of Economic and Social Systems, Vol. 15, no. 2, p. 31-48 (2001). doi:10.1051/ejess:2001114. http://hdl.handle.net/2078.1/92456
Communication à un colloque (Conference Paper)
2020
Crecchi Francesco ; De Bodt, Cyril ; Verleysen, Michel ; Lee, John Aldo ; Bacciu Davide. Perplexity-free Parametric t-SNE. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (du 02/10/2020 au 04/10/2020). In: ESANN 2020 proceedings, 2020. 978-2-87587-074-2, p. 387-392. http://hdl.handle.net/2078.1/235959
2019
de Bodt, Cyril ; Mulders, Dounia ; Lopez Sanchez, Daniel ; Verleysen, Michel ; Lee, John Aldo. Class-aware t-SNE: cat-SNE. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Bruges (Belgium), du 24/04/2019 au 26/04/2019). In: ESANN 2019 proceedings, 2019. 978-287-587-065-0, 409-414. http://hdl.handle.net/2078.1/217888
Javaid, Umair ; Dasnoy-Sumell, Damien ; Lee, John Aldo. Semantic segmentation of computed tomography for radiotherapy with deep learning: compensating insufficient annotation quality using contour augmentation. Image Processing (San Diego, United States, du 16/2/2019 au 21/2/2019). In: Medical Imaging 2019: Image Processing, SPIE, 2019. 9781510625457. doi:10.1117/12.2512461. http://hdl.handle.net/2078.1/226527
Mulders, Dounia ; de Bodt, Cyril ; Lejeune, Nicolas ; Lee, John Aldo ; Mouraux, André ; Verleysen, Michel. Tensor factorization to extract patterns in multimodal EEG data. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Bruges (Belgium), du 24/04/2019 au 26/04/2019). In: ESANN 2019 proceedings, 2019. 978-287-587-065-0, 601-606. http://hdl.handle.net/2078.1/217887
Brion, Eliott ; Léger, Jean ; Javaid, Umair ; Lee, John Aldo ; De Vleeschouwer, Christophe ; Macq, Benoît. Using planning CTs to enhance CNN-based bladder segmentation on Cone Beam CT. SPIE Medical Imaging 2019 (San Diego, California, United States, du 16/02/2019 au 21/02/2019). In: Proceedings of SPIE Medical Imaging 2019, Vol. Image-Guided Procedures, Robotic Interventions, and Modeling (Accepté/Sous presse). http://hdl.handle.net/2078.1/212402
2018
Cohilis, Marie ; Sterpin, Edmond ; Lee, John Aldo ; Souris, Kevin. A Correction of the Gamma Test for Monte Carlo Dose Distributions Comparison. AAPM (USA). In: Medical Physics, Vol. 45, no.6, p. E274-E275 (2018). http://hdl.handle.net/2078.1/210751
Souris, Kevin ; Barragan Montero, Ana Maria ; Lee, John Aldo ; Sterpin, Edmond. A comprehensive robustness test based on a fast Monte Carlo dose engine for PBS proton therapy. AAPM (USA). In: Medical Physics, Vol. 45, no.6, p. E163-E163 (2018). http://hdl.handle.net/2078.1/210754
Javaid, Umair ; Lee, John Aldo. Capturing Variabilities from Computed Tomography Images with Generative Adversarial Networks. European Symposium on Artificial Neural Networks - ESANN'18 (Bruges, Belgium, du 25/04/2018 au 27/04/2018). In: ESANN 2018 proceedings, 2018. 978-287587047-6. http://hdl.handle.net/2078.1/209418
Guérit, Stéphanie ; Sivankutty, Siddharth ; Scotté, Camille ; Lee, John Aldo ; Rigneault, Hervé ; Jacques, Laurent. Compressive Sampling Approach for Image Acquisition with Lensless Endoscope. international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques (CIRM, Marseille, France, du 21/11/2018 au 23/11/2018). In: Proceedings of iTWIST'18, no. 5 (2018) (2018). http://hdl.handle.net/2078.1/208817
Léger, Jean ; Brion, Eliott ; Javaid, Umair ; Lee, John Aldo ; De Vleeschouwer, Christophe ; Macq, Benoît. Contour Propagation in CT Scans with Convolutional Neural Networks. Advanced Concepts for Intelligent Vision Systems (France, du 24/09/2018 au 27/09/2018). In: Proceedings of ACIVS, in Lecture Notes in Computer Science book series., 2018. 978-3-030-01449-0. doi:10.1007/978-3-030-01449-0_32. http://hdl.handle.net/2078.1/203221
de Bodt, Cyril ; Mulders, Dounia ; Verleysen, Michel ; Lee, John Aldo. Extensive assessment of Barnes-Hut t-SNE. The European Symposium on Artificial Neural Networks (Bruges, du 25/04/2018 au 27/04/2018). In: ESANN 2018 proceedings, 2018. 978-287587047-6, 135-140. http://hdl.handle.net/2078.1/200843
Souris, Kevin ; Barragan Montero, Ana Maria ; Lee, John Aldo ; Sterpin, Edmond. Integration of motion perturbations in a comprehensive robustness evaluator based on a fast Monte Carlo dose engine for PBS proton therapy. ESTRO. http://hdl.handle.net/2078.1/210761
Javaid, Umair ; Lee, John Aldo. Multi-organ Segmentation of Chest CT Images in Radiation Oncology: Comparison of Standard and Dilated UNet. Advanced Concepts for Intelligent Vision Systems - ACIVS'18 (Poitiers, France, du 24/09/2018 au 27/09/2018). In: LNCS 11182 Advanced Concepts for Intelligent Vision Systems, collab. Dasnoy-Sumell, Damien, 2018. 978-3-030-01449-0. doi:10.1007/978-3-030-01449-0. http://hdl.handle.net/2078.1/209687
de Bodt, Cyril ; Mulders, Dounia ; Verleysen, Michel ; Lee, John Aldo. Perplexity-free t-SNE and twice Student tt-SNE. The European Symposium on Artificial Neural Networks (Bruges, du 25/04/2018 au 27/04/2018). In: ESANN 2018 proceedings, 2018. ISBN 978-287587047-6, 123-128. http://hdl.handle.net/2078.1/200844
2017
Michiels, Steven ; Barragan Montero, Ana Maria ; Souris, Kevin ; Poels, Kenneth ; Crijns, Wouter ; Lee, John Aldo ; Sterpin, Edmond ; Nuyts, Sandra ; Haustermans, Karin ; Depuydt, Tom. Can bolus range shifting improve plan quality in the IMPT of head-and-neck cancer?. ESTRO. http://hdl.handle.net/2078.1/183318
Liyong Lin ; Souris, Kevin ; Minglei Kang ; Adam Glick ; Sterpin, Edmond ; Lee, John Aldo. Evaluation of Motion Mitigation Using Abdominal Compression in the Clinical Implementation of Pencil Beam Scanning Proton Therapy of Liver Tumors. AAPM (USA). In: Medical Physics, Vol. 44, no.6, p. 3057 (2017). http://hdl.handle.net/2078.1/210689
Barragan Montero, Ana Maria ; Souris, Kevin ; Daniel Sanchez ; Alejandro Carabe ; Lee, John Aldo ; Sterpin, Edmond. Performance of a hybrid Monte Carlo-Pencil beam dose algorithm for proton therapy. AAPM (USA). In: Medical physics, Vol. 45, no.2, p. 846-862 (2017). http://hdl.handle.net/2078.1/210455
Souris, Kevin ; Barragan Montero, Ana Maria ; Di Perri, Dario ; Geets, Xavier ; Sterpin, Edmond ; Lee, John Aldo. Simulate baseline shift uncertainties to improve robustness of proton therapy treatments. ESTRO. http://hdl.handle.net/2078.1/183317
Souris, Kevin ; Barragan Montero, Ana Maria ; Janssens, Guillaume ; Sterpin, Edmond ; Di Perri, Dario ; Lee, John Aldo. Simulation of motion amplitude variations to verify the robustness of treatment plans. AAPM (USA). In: Medical Physics, Vol. 44, no.6, p. - (2017). http://hdl.handle.net/2078.1/210688
2016
Souris, Kevin ; Barragan Montero, Ana Maria ; Sterpin, Edmond ; Di Perri, Dario ; Geets, Xavier ; Lee, John Aldo. A model of baseline shift to improve robustness of proton therapy treatments of moving tumors. AAPM. http://hdl.handle.net/2078.1/183311
Souris, Kevin ; Glick, Adam ; Kang, Minglei ; Janssens, Guillaume ; Sterpin, Edmond ; Lin, Habo ; McDonough, James ; Simone, Charles ; Solberg, Timothy ; Ben-Josef, Edgar ; Lee, John Aldo ; Lin, Liyong. Abdominal compression effectively reduces the interplay effect and enables pencil beam scanning proton therapy of liver tumors. AAPM. http://hdl.handle.net/2078.1/183312
Guérit, Stéphanie ; González, Adriana ; Bol, Anne ; Lee, John Aldo ; Jacques, Laurent. Blind Deconvolution of PET Images using Anatomical Priors. iTWIST 2016 (Aalborg, du 24/08/2016 au 26/08/2016). In: iTWIST'16. http://hdl.handle.net/2078.1/175260
Guérit, Stéphanie ; Jacques, Laurent ; Lee, John Aldo. Image Deconvolution by Local Order Preservation of Pixels Values. 2016 European Signal Processing Conference (Budapest, du 29/08/2016 au 02/09/2016). In: IEEE. doi:10.1109/EUSIPCO.2016.7760307. http://hdl.handle.net/2078.1/175180
Garcia Vega, Sergio ; Castellanos-Dominguez, German ; Verleysen, Michel ; Lee, John Aldo. Multi-step-ahead forecasting using kernel adaptive filtering. 2016 International Joint Conference on Neural Networks (IJCNN) (Vancouver, BC, Canada). In: 2016 International Joint Conference on Neural Networks (IJCNN), Vol. /, no./, p. 2132-2139 (24-29 July 2016). doi:10.1109/IJCNN.2016.7727463. http://hdl.handle.net/2078.1/181050
Barragan Montero, Ana Maria ; Souris, Kevin ; Sterpin, Edmond ; Lee, John Aldo. OC-0265: Efficient implementation of random errors in robust optimization for proton therapy with Monte Carlo. ESTRO annual meeting (35) (Turin). http://hdl.handle.net/2078.1/183308
Souris, Kevin ; Glick, Adam ; Janssens, Guillaume ; Sterpin, Edmond ; Lee, John Aldo ; Lin, Liyong. Study of the interplay between breathing motion and PBS delivery for liver cancer. BHPA. http://hdl.handle.net/2078.1/183314
Barragan Montero, Ana Maria ; Souris, Kevin ; Lee, John Aldo ; Sterpin, Edmond. WE-AB-209-01: A Monte Carlo-Based Method to Include Random Errors in Robust Optimization. Fifty-eighth annual meeting of the american association of physicists in medicine (Washington). http://hdl.handle.net/2078.1/183309
2015
Souris, Kevin ; Sterpin, Edmond ; Lee, John Aldo. 4D Monte Carlo robustness test for proton therapy. AAPM. doi:10.1118/1.4925658. http://hdl.handle.net/2078.1/183310
Souris, Kevin ; Lee, John Aldo ; Sterpin, Edmond. Assessing the robustness of proton therapy plans using fast Monte Carlo tools. BHPA. http://hdl.handle.net/2078.1/183313
Barragan Montero, Ana Maria ; Lee, John Aldo ; Sterpin, Edmond. Automatic dose painting workflow: from tumor segmentation to optimization. 3rd ESTRO Forum 201 (Barcelona). doi:10.1016/S0167-8140(15)40070-2. http://hdl.handle.net/2078.1/183283
Souris, Kevin ; Lee, John Aldo ; Sterpin, Edmond. Fast and realistic Monte Carlo evaluation of the robustness of proton therapy plans. ESTRO. http://hdl.handle.net/2078.1/183316
Peluffo-Ordonez, Diego H. ; Alvarado-Perez, Juan C. ; Lee, John Aldo ; Verleysen, Michel. Geometrical homotopy for data visualization. 2015 European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2015) (Bruges (Belgium), du 22/04/2015 au 24/04/2015). In: Proceedings of ESANN 2015, i6doc.com publ., 2015. 978-287587014-8, 525-530. http://hdl.handle.net/2078.1/171350
Guérit, Stéphanie ; Jacques, Laurent ; Macq, Benoît ; Lee, John Aldo. Post-reconstruction deconvolution of PET images by total generalized variation regularization. 2015 23rd European Signal Processing Conference (EUSIPCO) (Nice). In: Proc EUSIPCO, Vol. 23, no./, p. 629-633 (Sep 2015). doi:10.1109/EUSIPCO.2015.7362459. http://hdl.handle.net/2078.1/181059
Barragan Montero, Ana Maria ; Sterpin, Edmond ; Lee, John Aldo. SU-F-BRD-05: Robustness of Dose Painting by Numbers in Proton Therapy. Fifty-seventh annual meeting of the American association of physicists in medicine (Anaheim). http://hdl.handle.net/2078.1/183307
Sorriaux, Jefferson ; Testa, Marcia ; Paganetti, Harald ; Bertrand, Damien ; Orban de Xivry, Jean-Jacques ; Lee, John Aldo ; Palmans, Hugo ; Vynckier, Stefaan ; Sterpin, Edmond. SU-F-BRD-15: Quality Correction Factors in Scanned Or Broad Proton Therapy Beams Are Indistinguishable. American Association of Physicists in Medicine (AAPM): 57th Annual Meeting and Exhibition ((United States) Anaheim, CA, du 12/07/2015 au 16/07/2015). In: Medical Physics, Vol. 42, no.6, p. 3529 (2015). doi:10.1118/1.4925194. http://hdl.handle.net/2078.1/176230
Peluffo Ordoñez, Diego Hernan ; Lee, John Aldo ; Verleysen, Michel ; Rodriguez, José L. ; Castellanos-Dominguez, German. Unsupervised relevance analysis for feature extraction and selection. A distance-based approach for feature relevance. 3rd International Conference on Pattern Recognition Applications and Methods (ICPRAM 2014) (Angers (France), du 06/03/2014 au 08/03/2014). In: , 2015. http://hdl.handle.net/2078.1/171343
2014
Brousmiche, Sébastien ; Rosa Seabra, José Carlos ; Labarbe, Rudi ; Vila Oliva, Marc Manel ; Rit, Simon ; Wikler, David Michael ; Lee, John Aldo ; Teo, Boon-Keng Kevin ; Orban de Xivry, Jonathan ; Macq, Benoît. Design of cone-beam CT for proton therapy gantry. ESTRO 33 (Vienne, Autriche, du 04/04/2014 au 08/04/2014). In: Radiotherapy & Oncology, Vol. 111, no. 1, p. PO-0783. http://hdl.handle.net/2078.1/182375
Souris, Kevin ; Lee, John Aldo ; Sterpin, Edmond. Fast Monte Carlo simulation of proton therapy treatment using Intel Xeon Phi coprocessor. ESTRO Conference 33 (Vienna, Austria, du 04/04/2014 au 08/04/2014) (Soumis). http://hdl.handle.net/2078.1/150065
Souris, Kevin ; Lee, John Aldo ; Sterpin, Edmond. Fast Monte Carlo simulation of proton therapy treatment using an Intel Xeon Phi coprocessor. Belgian Hospital Physicists Association (Louvain-La-Neuve, Belgium, 07/02/2014) (Soumis). http://hdl.handle.net/2078.1/150338
Peluffo Ordoñez, Diego Hernan ; Lee, John Aldo ; Verleysen, Michel. Generalized kernel framework for unsupervised spectral methods of dimensionality reduction. 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM 2014) (Orlando (USA), du 09/12/2014 au 12/12/2014). In: Proceedings of the 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM 2014), IEEE, 2014. 978-1-4799-4518-4, 171-177. doi:10.1109/CIDM.2014.7008664. doi:10.1109/CIDM.2014.7008664. http://hdl.handle.net/2078.1/156913
Lee, John Aldo ; Peluffo Ordoñez, Diego Hernan ; Verleysen, Michel. Multiscale stochastic neighbor embedding: Towards parameter-free dimensionality reduction. 2014 European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2014) (Bruges (Belgium), du 23/04/2014 au 25/04/2014). In: Proceedings of ESANN 2014, i6doc.com publ., 2014. 978-287419095-7, 177-182. http://hdl.handle.net/2078.1/171354
Peluffo Ordoñez, Diego Hernan ; Lee, John Aldo ; Verleysen, Michel. Recent methods for dimensionality reduction: A brief comparative analysis. 2014 European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2014) (Bruges (Belgium), du 23/04/2014 au 25/04/2014). In: Proceedings of ESANN 2014, i6doc.com publ., 2014. 978-287419095-7, 189-194. http://hdl.handle.net/2078.1/171353
Barragan Montero, Ana Maria ; Differding, S ; Lee, John Aldo ; Sterpin, Edmond. SU-E-T-182: Feasibility of Dose Painting by Numbers in Proton Therapy with Contour-Driven Plan Optimization. American association of physicists in medicine meeting 2014 (Austin, Texas, USA, du 19/07/2014 au 24/07/2014). http://hdl.handle.net/2078.1/150063
Souris, Kevin ; Lee, John Aldo ; Sterpin, Edmond. TH-A-19A-08: Intel Xeon Phi Implementation of a Fast Multi-Purpose Monte Carlo Simulation for Proton Therapy. American association of physicists in medicine (Austin, Texas, USA, du 19/07/2014 au 24/07/2014). In: Medical Physics, Vol. 41, p. 535 (2014). http://hdl.handle.net/2078.1/150061
Lee, John Aldo ; Verleysen, Michel. Two key properties of dimensionality reduction methods. 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM 2014) (Orlando (USA), du 09/12/2014 au 12/12/2014). In: Proceedings of the 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM 2014), IEEE, 2014. 978-1-4799-4518-4, 163-170. doi:10.1109/CIDM.2014.7008663. doi:10.1109/CIDM.2014.7008663. http://hdl.handle.net/2078.1/156909
2013
Sterpin, Edmond ; Differding, Sarah ; Janssens, Guillaume ; Grégoire, Vincent ; Lee, John Aldo. Dose painting by numbers: a universal method to ensure the robustness of heterogeneous prescriptions against geometric uncertainties. 2013 Symposium of Belgian Hospital Physicist Association (Mechelen, Belgium, du 01/02/2013 au 02/02/2013). http://hdl.handle.net/2078.1/128124
Sorriaux, Jefferson ; Rossomme, Séverine ; Lee, John Aldo ; Bertrand, Damien ; Vynckier, Stefaan ; Sterpin, Edmond. Experimental validation of monte carlo pencil beam scanning model in heterogeneous media for proton therapy. 2nd ESTRO forum (Geneve, du 20/04/2013 au 23/04/2013). http://hdl.handle.net/2078.1/128118
Schaefer, Matthias ; Zhang, Leishi ; Schreck, Tobias ; Tatu, Andrada ; Lee, John Aldo ; Verleysen, Michel ; Keim, Daniel A.. Improving projection-based data analysis by feature space transformations. Visualization and Data Analysis (VDA 2013) (Burlingame, CA (USA), du 03/02/2013 au 07/02/2013). In: Proceedings SPIE 8654, Visualization and Data Analysis 2013, 2013. doi:10.1117/12.2000701. http://hdl.handle.net/2078.1/141012
Sorriaux, Jefferson ; Takoukam, P ; Bertrand, D ; Baumer, C ; Lee, John Aldo ; Vynckier, S ; Sterpin, Edmond. Ion Recombination for Ionization Chamber Dosimetry in a Pencil Beam Scanning Proton Therapy Beam. AAPM (Indianapolis, USA, du 04/08/2013 au 08/08/2013). In: Medical Physics, Vol. 40, no.6, p. 492 (2013). doi:10.1118/1.4815596. http://hdl.handle.net/2078.1/135409
Verleysen, Michel ; Lee, John Aldo. Nonlinear dimensionality reduction for visualization. 20th International Conference on Neural Information Processing(ICONIP 2013) (Daegu (South Korea), du 03/11/2013 au 07/11/2013). In: Lecture Notes in Computer Science, Vol. 8226, p. 617-622 (11/2013). In: , 2013. doi:10.1007/978-3-642-42054-2_77. doi:10.1007/978-3-642-42054-2_77. http://hdl.handle.net/2078.1/140947
Souris, Kevin ; Lee, John Aldo ; Sterpin, Edmond. On the Importance of Nuclear Models On the Accuracy of Fast Monte Carlo Methods for Proton?Therapy. AAPM 55th Annual Meeting (Indianapolis, USA, du 04/08/2013 au 08/08/2013). In: Medical Physics, Vol. 40, no.6, p. 498 (2013). doi:10.1118/1.4815617. http://hdl.handle.net/2078.1/135396
Bernard, Guillaume ; Verleysen, Michel ; Lee, John Aldo. Segmentation with Incremental Classifiers. 17th International Conference on Image Analysis and Processing (ICIAP) (Naples (Italy), du 09/09/2013 au 13/09/2013). In: Image Analysis and Processing ? ICIAP 2013 (Lecture Notes in Computer Science; 8157), Springer: Berlin Heidelberg, 2013. 978-3-642-41183-0, p. 81-90. doi:10.1007/978-3-642-41184-7_9. http://hdl.handle.net/2078.1/135366
Garcia Fernandez, Francisco J. ; Verleysen, Michel ; Lee, John Aldo ; Diaz, Ignacio. Sensitivity to parameter and data variations in dimensionality reduction techniques. 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2013) (Bruges (Belgium), du 24/04/2013 au 26/04/2013). In: Proceedings of the 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2013), i6doc.com publ.: Louvain-la-Neuve (Belgium), 2013. 978-2-87419-081-0, p. 95-100. http://hdl.handle.net/2078.1/141007
Souris, Kevin ; Bol, Anne ; Lee, John Aldo. Simulation and reconstruction of PET images: application to attenuation correction using CT images. Belgian Hospital Physicists Association (Mechelen, Belgium, 01/02/2013) (Soumis). http://hdl.handle.net/2078.1/150335
Garcia-Fernandez, Francisco ; Verleysen, Michel ; Lee, John Aldo ; Diaz, Ignacio. Stability comparison of dimensionality reduction techniques attending to data and parameters variations. Visual Analytics using Multidimensional Projections Workshop (VAMP 2013-EuroVis 2013) (Leipzig (Germany), 19/06/2013). http://hdl.handle.net/2078.1/141004
Wanet, Marie ; Sterpin, Edmond ; Janssens, Guillaume ; Delor, Antoine ; Lee, John Aldo ; Geets, Xavier. Validation of the mid-position strategy for lung tumors in helical tomotherapy. Belgian Hospital Physicist Association Symposium 2012 (Mechelen, Belgium, du 01/02/2013 au 02/02/2013). http://hdl.handle.net/2078.1/128147
2012
Janssens, Guillaume ; Geets, Xavier ; Orban de Xivry, Jonathan ; Goossens, Samuel ; Delor, Antoine ; Wanet, Marie ; Lee, John Aldo ; Vynckier, Stefaan ; Grégoire, Vincent ; Sterpin, Edmond. 4D validation of dynamic treatment delivery for lung tumors. Belgian Hospital Physicist Association Symposium 2012 (Brussels, du 10/02/2012 au 11/02/2012). http://hdl.handle.net/2078.1/128136
Rosa Seabra, José Carlos ; Teo, Kevin ; Brousmiche, Sébastien ; Labarbe, Rudi ; Wikler, David ; Maughan, Richard ; Lee, John Aldo. Design and Deployment of a Proton Therapy Cone-Beam CT. Annual Meeting of Proton Therapy Co-operative Group (Seoul, Republic of Korea, du 14/05/2012 au 19/05/2012). http://hdl.handle.net/2078.1/128853
Bernard, Guillaume ; Lee, John Aldo ; Verleysen, Michel. Incremental feature computation and classification for image segmentation. 20th International Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2012) (Bruges (Belgium), du 25/04/2012 au 27/04/2012). In: Proceedings of the 20th International Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2012), i6doc.com, 2012. 978-2-87419-049-0, p. 157-162. http://hdl.handle.net/2078.1/116766
Sterpin, Edmond ; Janssens, Guillaume ; Orban de Xivry, Jonathan ; Goossens, Samuel ; Delor, Antoine ; Wanet, Marie ; Lee, John Aldo ; Vynckier, Stefaan ; Geets, Xavier. OC-0378 helical tomotherapy dynamics are not an issue to treat lung tumors for patients coached to ensure regular breathing. ESTRO 31 (Barcelona, du 09/05/2012 au 13/05/2012). In: Radiotherapy & Oncology, Vol. 103, p. S151-S152 (May 2012). doi:10.1016/S0167-8140(12)70717-X. http://hdl.handle.net/2078/113687
2011
Rosa Seabra, José Carlos ; Brousmiche, Sébastien ; Labarbe, Rudi ; Lee, John Aldo ; Macq, Benoît. Methodological Study of Geometric Deformation for CBCT in Proton Therapy Gantry. Annual Symposium of the IEEE Benelux Chapter (Brussels, Belgium, du 01/12/2011 au 02/12/2011). http://hdl.handle.net/2078.1/128851
Lee, John Aldo ; Verleysen, Michel. Shift-invariant similarities circumvent distance concentration in stochastic neighbor embedding and variants. 2011 International Conference on Computational Science (ICCS 2011) (Singapore, du 01/06/2011 au 03/06/2011). In: Procedia Computer Science, Vol. 4, no. /, p. 538-547 (2011). In: , Elsevier Ltd: [S.l.], 2011. doi:10.1016/j.procs.2011.04.056. http://hdl.handle.net/2078.1/82315
Grégoire, Vincent ; Geets, Xavier ; Lee, John Aldo. TH-C-214-04: This House Believes That the Use of Functional Imaging for Treatment Planning of Head and Neck Tumors Needs to Be Carefully Considered. AAPM meeting 2011 ((Canada) Vancouver, du 31/07/2011 au 04/08/2011). In: Medical Physics, Vol. 38, no.6 Part35, p. 3859 (2011). doi:10.1118/1.3613533. http://hdl.handle.net/2078.1/218641
Lee, John Aldo ; Verleysen, Michel. Unsupervised dimensionality reduction:from principal component analysis to modern nonlinear techniques. 43e Journées de Statistiques (JDS 2011) (Gammarth (Tunisia), du 23/05/2011 au 27/05/2011). In: Proceedings des 43e Journées de Statistiques (JDS 2011), 2011. http://hdl.handle.net/2078.1/116809
2010
Onclinx, Victor ; Lee, John Aldo ; Wertz, Vincent ; Verleysen, Michel. Dimensionality reduction by rank preservation. 2010 International Joint Conference on Neural Networks (IJCNN 2010) (Barcelona (Spain), du 18/07/2010 au 23/07/2010). In: Proceedings of the 2010 International Joint Conference on Neural Networks (IJCNN 2010), IEEE, 2010. 978-1-4244-6916-1, 1599-1606. doi:10.1109/IJCNN.2010.5596347. http://hdl.handle.net/2078.1/68553
De Decker, Arnaud ; Lee, John Aldo ; François, Damien ; Verleysen, Michel. Mode Estimation in High-dimensional Spaces with Flat-top Kernels: Application to Image Denoising. 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010) (Bruges (Belgium), du 28/04/2010 au 30/04/2010). In: Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010), d-side publi, 2010. 2-930307-10-2, p. 411-416. http://hdl.handle.net/2078.1/140944
Verleysen, Michel ; Lee, John Aldo. Nonlinear dimensionality reduction. 11th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2010) (Paisley (Scotland, UK), du 01/09/2010 au 03/09/2010). In: Proceedings of the 11th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2010), 2010. http://hdl.handle.net/2078.1/91219
Lee, John Aldo ; Verleysen, Michel. On the Role and Impact of the Metaparameters in t-distributed Stochastic Neighbor Embedding. 19th International Conference on Computational Statistics (COMPSTAT 2010) (Paris (France), du 22/08/2010 au 27/08/2010). In: Proceedings of the 19th International Conference on Computational Statistics (COMPSTAT 2010), 2010. http://hdl.handle.net/2078.1/90826
Wismueller, Axel ; Verleysen, Michel ; Aupetit, Michael ; Lee, John Aldo. Recent Advances in Nonlinear Dimensionality Reduction, Manifold and Topological Learning. 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010) (Bruges (Belgium), du 28/04/2010 au 30/04/2010). In: Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010), 2010, p. 71-80. http://hdl.handle.net/2078.1/90884
Lee, John Aldo ; Verleysen, Michel. Unsupervised Dimensionality Reduction: Overview and Recent Advances. International Joint Conference on Neural Networks (IJCNN 2010) (Barcelona (Spain), du 18/07/2010 au 23/07/2010). In: Proceedings of the International Joint Conference on Neural Networks (IJCNN 2010), IEEE, 2010, p. 4163-4170. http://hdl.handle.net/2078.1/90836
Lee, John Aldo ; Verleysen, Michel. Unsupervised dimensionality reduction: from principal component analysis to modern nonlinear techniques. ERCIM working group on Computing & Statistics (ERCIM 2010) (Senate House, University of London & LSE (United Kingdom), du 10/12/2010 au 12/12/2010). In: Proceedings of ERCIM working group on Computing & Statistics (ERCIM 2010), 2010. http://hdl.handle.net/2078.1/82396
2009
Lee, John Aldo ; De Decker, Arnaud ; Verleysen, Michel. Adaptive anisotropic denoising: a bootstrapped procedure. 17th European Symposium on Artificail Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009) (Bruges (Belgium), du 22/04/2009 au 24/04/2009). In: Proceedings of the 17th European Symposium on Artificail Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009), 2009. 2-930307-09-9, p. 101-106. http://hdl.handle.net/2078.1/90940
Verleysen, Michel ; Lee, John Aldo. How to assess the quality of nonlinear dimensionality reduction techniques?. Dagstuhl seminar "Similarity-based learning on structures" (Dagstuhl (Germany), du 15/02/2009 au 20/02/2009). In: , 2009. http://hdl.handle.net/2078.1/91232
Christian, Nicolas ; Deheneffe, Stéphanie ; Bol, Anne ; De Bast, Marc ; Labar, Daniel ; Lee, John Aldo ; Grégoire, Vincent. Is 18F-FDG a surrogate tracer to measure tumor hypoxia? Comparison with the hypoxic tracer 14C-EF3 in animal tumour models. 15th Congress of the European-Cancer-Organization/34th Multidisciplinary Congress of the European-Society-for-Medical-Oncology (Berlin (Germany), Sep 20-24, 2009). In: EJC - Supplements, Vol. 7, no. 2, p. 157 (2009). http://hdl.handle.net/2078.1/58664
Verleysen, Michel ; Lee, John Aldo. Nonlinear dimensionality reduction. UCL Large Graphs group seminar (Louvain-la-Neuve (Belgium), 05/06/2009). In: , 2009. http://hdl.handle.net/2078.1/91229
Verleysen, Michel ; Lee, John Aldo. Nonlinear dimensionality reduction and visualization. SFC (Société Française de Classification) 2009 (Grenoble (France), du 02/09/2009 au 04/09/2009). In: , 2009. http://hdl.handle.net/2078.1/91221
De Decker, Arnaud ; Lee, John Aldo ; Verleysen, Michel. Patch-Based Bilateral Filter and Local M-Smoother for Image Denoising. 17th European Symposium on Artifician Neural Networks - Advances in Computational Intellignece and Learning (ESANN'09) (Bruges (Belgium), du 22/04/2009 au 24/04/2007). In: Proceedings of the 17th European Symposium on Artifician Neural Networks - Advances in Computational Intellignece and Learning (ESANN 2009), 2009. 2-930307-09-9, p. 95-100. http://hdl.handle.net/2078.1/90944
De Decker, Arnaud ; Lee, John Aldo ; Verleysen, Michel. Performance assessment of patch-based bilateral denoising. First International Workshop on Medical Image Analysis and Description for Diagnosis Systems (MIAD 2009) (Porto (Portugal), du 14/01/2009 au 17/01/2009). In: First International Workshop on Medical Image Analysis and Description for Diagnosis Systems - MIAD 2009, Insticc press, 2009. 978-989-8111-77-7, p. 52-61. http://hdl.handle.net/2078.1/67617
Lee, John Aldo ; Verleysen, Michel. Simbed: similarity-based embedding. 19th International Conference on Artificial Neural Networks (ICANN 2009) (Limassol (Cyprus), du 14/09/2009 au 17/09/2009). In: Lecture Notes in Computer Science, Springer verlag: Berlin-Heidelberg, 2009. 978-3-642-04276-8, 95-104. doi:10.1007/978-3-642-04277-5_10. http://hdl.handle.net/2078.1/67460
Lee, John Aldo ; Verleysen, Michel. The intrusion-extrusion compromise for the projection and visualization of high-dimensional data. Colloquium "Statistiques pour le traitement de l?image" (STATIM 2009) (Université Paris 1 Panthéon-Sorbonne (France), du 22/01/2009 au 23/01/2009). In: , 2009. http://hdl.handle.net/2078.1/91235
De Decker, Arnaud ; Lee, John Aldo ; Verleysen, Michel. Variance Stabilizing Transformations in Patch-Based Bilateral Filters for Poisson Noise Image Denoising. International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2009) (Minneapolis (Minnesotta/USA), du 02/09/2009 au 06/09/2009). In: Proceedings of EMBC 2009, International Conference of the IEEE Engineering in Medicine and Biology Society, 2009, p. 3673-3676. http://hdl.handle.net/2078.1/90902
de DeckerK, A. ; Lee, John Aldo ; Verlysen, M.. Variance stabilizing transformations in patch-based bilateral filters for Poisson noise image denoising. 2009 31/sup st/ Annual International Conference of the IEEE Engineering in Medicine and Biology Society. EMBC 2009 (Minneapolis, MN, USA, 3-6 September 2009). In: 2009 31/sup st/ Annual International Conference of the IEEE Engineering in Medicine and Biology Society. EMBC 2009, IEEE, 2009. 978-1-4244-3296-7, p. 3673-3676. doi:10.1109/IEMBS.2009.5334715. http://hdl.handle.net/2078.1/67538
2008
Roels, Sarah ; Slagmolen, Pieter ; Nuyts, Johan ; Lee, John Aldo ; Loeckx, Dirk ; Maes, Frederik ; Stroobants, Sigrid ; Penninckx, Freddy ; Haustermans, Karin. Biological image-guided radiotherapy in rectal cancer: Is there a role for FMISO or FLT, next to FDG?. 6th Acta Oncologica Symposium 2008 (Aarhus(Denmark), Jun 05-07, 2008). In: Acta Oncologica, Vol. 47, no. 7, p. 1237-1248 (2008). doi:10.1080/02841860802256434. http://hdl.handle.net/2078.1/59165
Castadot, Pierre ; Geets, Xavier ; Grégoire, Vincent ; Lee, John Aldo ; Parraga, Adriane ; Macq, Benoît. Clinical validation of twelve deformable registration strategies in adaptive radiation therapy for head and neck cancer patients. In: Acta Clinica Belgica (Multilingual Edition), Vol. 63, no. 2, p. 122 (2008). http://hdl.handle.net/2078.1/59231
Lee, John Aldo ; Verleysen, Michel. Quality Assessment of nonlinear dimensionality reduction based on K-ary neighborhood. FSDM 2008, New Challenges for feature selection in data mining and knowledge discovery (Antwerp (Belgium), 15/09/2008). In: Journal of Machine Learning Research: Workshop and Conference proceedings, Vol. 4, p. 21-35 (2008). http://hdl.handle.net/2078.1/90711
Lee, John Aldo ; Verleysen, Michel. Rank-based quality assessment of nonlinear dimensionality reduction. 16th European Symposium on Artificial Neural Networks (ESANN 2008) (Bruges (Belgium), du 23/04/2008 au 25/04/2008). In: Proceedings of the 16th European Symposium on Artificial Neural Networks (ESANN 2008), 2008. 2-930307-08-0, p. 49-54. http://hdl.handle.net/2078.1/90989
Christian, Nicolas ; Lee, John Aldo ; Bol, Anne ; De Bast, Marc ; Grégoire, Vincent. The use of PET imaging for adaptive radiotherapy: Strength and limitation assessed in animal model. In: Acta Clinica Belgica (Multilingual Edition), Vol. 63, no. 2, p. 123 (2008). http://hdl.handle.net/2078.1/59232
2006
Lee, John Aldo ; Vrins, Frédéric ; Verleysen, Michel. A least absolute bound approach to ICA: application to the MLSP 2006 competition. IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006) (Maynooth, Ireland, du 06/09/2006 au 08/09/2006). In: Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, IEEE, 2006. 1-4244-0657-9, 41-46. http://hdl.handle.net/2078.1/67743
Lee, John Aldo ; Vrins, Frédéric ; Verleysen, Michel. Non-Orthogonal Support-Width ICA. 14th European Symposium on Artificial Neural Networks (ESANN 2006) (Bruges (Belgium), du 26/04/2006 au 28/04/2006). In: Proceedings the 14th European Symposium on Artificial Neural Networks (ESANN 2006), D-side, 2006. 2-930307-06-4, p. 351-358. http://hdl.handle.net/2078.1/91187
Geets, Xavier ; Lee, John Aldo ; Lonneux, Max ; Coche, Emmanuel ; Cosnard, Guy ; Grégoire, Vincent. Re-assessment of HNSCC tumor volume during radiotherapy with anatomic and functional imaging. 3rd International Conference on Translational Research and Pre-Clinical Strategies in Radiation Oncology (Lugano (Switzerland), Mar 12-15, 2006). In: Radiotherapy & Oncology, Vol. 78, p. S59-S60 (2006). doi:10.1016/S0167-8140(06)80652-3. http://hdl.handle.net/2078.1/60005
Grégoire, Vincent ; Geets, Xavier ; Lee, John Aldo. Tumour shrinkage and adaptive IMRT for head and neck tumor (HNSCC): Where do we stand?. Conference of the Spanish-Portuguese-and -Latin-American-Association (Leipzig (Germany), Oct 09, 2006). In: Radiotherapy & Oncology, Vol. 81, p. S112 (2006). http://hdl.handle.net/2078.1/59676
2005
Lee, John Aldo ; Vrins, Frédéric ; Verleysen, Michel. A simple ICA algorithm for non-differentiable contrasts. 13th European Signal Processing Conference (EUSIPCO 2005) (Antalya (Turkey), du 04/09/2005 au 08/09/2005). In: Proceedings of EUSIPCO 2005, 2005, 1412: 1-4. http://hdl.handle.net/2078.1/93821
Vrins, Frédéric ; Lee, John Aldo ; Verleysen, Michel. Can we always trust entropy minima in the ICA context ?. 13th European Signal Processing Conference (EUSIPCO 2005) (Antalya, Turkey, du 04/09/2005 au 08/09/2005). In: Proceedings of EUSIPCO 2005, 2005, 1107: 1-4. http://hdl.handle.net/2078.1/93813
Lee, John Aldo ; Verleysen, Michel. Generalisation of the LP norm for time series and its application to Self-Organizing Maps. Proceedings of WSOM 2005, 5th Workshop on Self-Organizing Maps (Paris (France), du 05/09/2005 au 08/09/2005). http://hdl.handle.net/2078.1/93805
Simon, Geoffroy ; Lee, John Aldo ; Verleysen, Michel. On the need of unfolding preprocessing for time series clustering. 5th Workshop on Self-Organizing Maps (WSOM 2005) (Paris (France), du 05/09/2005 au 08/09/2005). In: Proceedings the 5th Workshop on Self-Organizing Maps (WSOM 2005), 2005, p. 251-258. http://hdl.handle.net/2078.1/92521
2004
Simon, Geoffroy ; Lee, John Aldo ; Verleysen, Michel ; Cottrell, Marie. Double Quantization Forecasting Method for Filling Missing Data in the CATS Time Series. IJCNN 2004, International Joint Conference on Neural Networks (Budapest (Hungary), du 25/07/2004 au 29/07/2004). In: Proceedings of IJCNN 2004, International Joint Conference on Neural Networks, 2004, p. 1635-1640. http://hdl.handle.net/2078.1/110971
Lee, John Aldo ; Verleysen, Michel. How to project 'circular' manifolds using geodesic distances?. ESANN 2004, European Symposium on Artificial Neural Networks (Bruges (Belgium), du 28/04/2004 au 30/04/2004). In: Proceedings of ESANN 2004, European Symposium on Artificial Neural Networks, 2004, p. 223-230. http://hdl.handle.net/2078.1/110980
Lee, John Aldo ; Jutten, Christian ; Verleysen, Michel. Non-linear ICA by using isometric dimensionality reduction. 5th International Conference on Independent Component Analysis and Blind Signal Separation (ICA 2004) (Granada (Spain), du 22/09/2004 au 24/09/2004). In: Lecture Notes in Computer Science, Vol. 3195, p. 710-717 (2004). doi:10.1007/978-3-540-30110-3_90. http://hdl.handle.net/2078.1/61182
Vrins, Frédéric ; Bouillon, V. ; Deswert, J. ; Bouvy, D. ; Lee, John Aldo ; Eugène, Christian ; Verleysen, Michel. On the extraction of the snore acoustic signal by independent component analysis. Second IASTED International Conference on Biomedical Engineering (BIOMED 2004) (Innsbruck (Austria), du 16/02/2004 au 18/02/2004). In: Proceedings of the Second IASTED International Conference on Biomedical Engineering ( BIOMED), 2004, p. 326-331. http://hdl.handle.net/2078.1/110987
Grégoire, Vincent ; Duprez, Thierry ; Geets, Xavier ; Hamoir, Marc ; Lonneux, Max ; Weynand, Birgit ; Daisne, Jean-François ; Lee, John Aldo. Which imaging is needed for planning head and neck squamous cell carcinoma: a 2004 update. 23rd Annual Meeting of the European-Society-for-Therapeutic-Radiology-and-Oncology (ESTRO 23) (Amsterdam (Netherlands), Oct 24-28, 2004). In: Radiotherapy & Oncology, Vol. 73, p. S11-S12 (2004). http://hdl.handle.net/2078.1/61009
2003
Vrins, Frédéric ; Lee, John Aldo ; Verleysen, Michel ; Vigneron, Vincent ; Jutten, Christian. Improving independent component analysis performances by variable selection. 2003 IEEE XIII Workshop on Neural Networks for Signal Processing (NNSP 2003) (Toulouse (France), du 17/09/2003 au 19/09/2003). In: 2003 IEEE XIII Workshop on Neural Networks for Signal Processing (IEEECat. No.03TH8718), IEEE, 2003. 0-7803-8177-7, p. 359-368. http://hdl.handle.net/2078.1/68008
Lee, John Aldo ; Archambeau, Cédric ; Verleysen, Michel. Locally Linear Embedding versus Isotop. ESANN 2003, European Symposium on Artificial Neural Networks (Bruges (Belgium), du 23/04/2003 au 25/04/2003). In: Proceedings of ESANN 2003, European Symposium on Artificial Neural Networks, d-side publi., 2003. 2-930307-03-X, p. 527-534. http://hdl.handle.net/2078.1/111000
Archambeau, Cédric ; Lee, John Aldo ; Verleysen, Michel. On Convergence Problems of the EM Algorithm for Finite Gaussian Mixtures. ESANN 2003, European Symposium on Artificial Neural Networks (Bruges (Belgium), du 23/04/2003 au 25/04/2003). In: Proceedings of ESANN 2003, European Symposium on Artificial Neural Networks, d-side publi., 2003. 2-930307-03-X, p. 99-106. http://hdl.handle.net/2078.1/111465
2002
Lee, John Aldo ; Lendasse, Amaury ; Verleysen, Michel. Curvilinear Distance Analysis versus Isomap. European Symposium on Artificial Neural Networks(ESANN'02) (Bruges (Belgium), du 24/04/2002 au 26/04/2002). In: Proceedings of ESANN 2002, European Symposium on Artificial Neural Networks, d-side publi., 2002. 2-930307-02-1, p. 185-192. http://hdl.handle.net/2078.1/111014
Lee, John Aldo ; Lendasse, A. ; Verleysen, N.. Curvilinear distance analysis versus Isomap. Proceedings of ESANN'2002. 10th European Symposium on Artificial Neural Networks (Bruges, Belgium, 24-26 April 2002). In: 10th European Symposium on Artificial Neural Networks. ESANN'2002.Proceedings, D-side publications, 2002. 2-930307-02-1, p. 185-192. http://hdl.handle.net/2078.1/68078
Lendasse, Amaury ; Lee, John Aldo ; Wertz, Vincent ; Verleysen, Michel. Forecasting electricity consumption using nonlinear projection and self-organizing maps. 8th European Symposium on Artificial Neural Networks (ESANN) (BRUGGE(Belgium), Apr 26-28, 2001). In: Neurocomputing, Vol. 48, p. 299-311 (2002). In: Neurocomputing, Elsevier Science Bv: Amsterdam, 2002, 299-311. http://hdl.handle.net/2078.1/61706
Havran, Carmen ; Hupet, Laurent ; Czyz, Jacek ; Lee, John Aldo ; Vandendorpe, Luc ; Verleysen, Michel. Independent component analysis for face authentication. International Conference on Knowledge-Based Intelligent Information Engineering Systems (KES 2002) (Crema (Italy), du 16/09/2002 au 18/09/2002). In: Knowledge-Based Intelligent Information Engineering Systems and Allied Technologies, IOS press, 2002. 1-58603280-1, 1207-1211. http://hdl.handle.net/2078.1/68039
Lee, John Aldo ; Verleysen, Michel. Nonlinear projection with the isotop method. 12th International Conference on Artifical Neural Networks (ICANN 2002) (Madrid (Spain), du 28/08/2002 au 30/08/2002). In: Lecture Notes in Computer Science, Vol. 2415, p. 933-938 (2002). In: Artificial neural networks, Springer: Berlin, 2002. doi:10.1007/3-540-46084-5_151. http://hdl.handle.net/2078.1/61610
Benoudjit, Nabil ; Archambeau, Cédric ; Lendasse, Amaury ; Lee, John Aldo ; Verleysen, Michel. Width optimization of the Gaussian kernels in Radial Basis Function Networks. European Symposium on Artificial Neural Networks (ESANN'02) (Bruges (Belgium), du 24/04/2002 au 26/04/2002). In: 10th European Symposium on Artificial Neural Networks. ESANN'2002.Proceedings, D-side publications, 2002. 2-930307-02-1, p. 425-432. http://hdl.handle.net/2078.1/111013
2001
Lendasse, Amaury ; Lee, John Aldo ; de Bodt, Eric ; Wertz, Vincent ; Verleysen, Michel. Approximation using Radial Basis Function Networks - Application to Pricing Derivative Securities. Connectionist Approaches in Economics and Management Sciences (ACSEG 2001) (Rennes (France), du 22/11/2001 au 23/11/2001). In: Proceedings of ACSEG 2001, 2001, p. 275-283. http://hdl.handle.net/2078.1/141893
Lendasse, Amaury ; Lee, John Aldo ; de Bodt, Eric ; Wertz, Vincent ; Verleysen, Michel. Input data reduction for the prediction of financial time series. ESANN'2001. 9th European Symposium on Artificial Neural Networks (Bruges, Belgium, du 25/04/2012 au 27/04/2012). In: 9th European Symposium on Artificial Neural Networks. ESANN'2001.Proceedings, D-facto, 2001. 2-930307-01-3, p. 237-244. http://hdl.handle.net/2078.1/68153
Lee, John Aldo ; Donckers, Nicolas ; Verleysen, Michel. Recursive learning rules for SOMs. Workshop on Self-Organizing Maps (WSOM 2001) (Lincoln (UK), du 13/06/2001 au 15/06/2001). In: Advances in Self-Organizing Maps, Springer Verlag: Berlin-Heidelberg, 2001. 1-85233-511-4, p. 67-72. http://hdl.handle.net/2078.1/92486
2000
Lee, John Aldo ; Lendasse, Amaury ; Donckers, Nicolas ; Verleysen, Michel. A robust nonlinear projection method. European Symposium on Artificial Neural Networks (ESANN'2000) (Bruges (Belgium), du 26/04/2000 au 28/04/2000). In: Proceedings of ESANN 2000, European Symposium on Artificial Neural Networks, D-Facto public., 2000. 2-930307-00-5, p. 13-20. http://hdl.handle.net/2078.1/111353
Lendasse, Amaury ; Lee, John Aldo ; de Bodt, Eric ; Wertz, Vincent ; Verleysen, Michel. Réduction de la dimension d'un ensemble d'indicateurs techniques en vue de la prédiction de séries temporelles financières - Application à l'indice de marché BEL 20. ACSEG 2000 (Paris (France), du 14/12/2000 au 15/12/2000). In: ACSEG 2000 proceedings - Connectionist Approaches in Economics and Management Sciences, 2000, p. 155-175. http://hdl.handle.net/2078.1/111139
Lendasse, Amaury ; Lee, John Aldo ; Wertz, Vincent ; Verleysen, Michel. Time Series Forecasting using CCA and Kohonen Maps - Applications to Electricity Consumption. European Symposium on Artificial Neural Networks (ESANN'2000) (Bruges (Belgium), du 26/04/2000 au 28/04/2000). In: Proceedings of ESANN 2000, European Symposium on Artificial Neural Networks, D-Facto public., 2000. 2-930307-00-5, p. 329-334. http://hdl.handle.net/2078.1/111352
Contribution à ouvrage collectif (Book Chapter)
2018
Lafarge, C. ; Cayot, N. ; Ribourg, L. ; Journaux, L. ; Bonnotte, A. ; Lherminier, J. ; Lee, John Aldo ; Le-Bail, P.. Freeze-thaw stability of konjac glucomannane-potato starch gels: Stability from macroscopic to microscopic scale, using image processing. In: Refrigeration Science and Technology, Proc. 5th IIR Conference on Sustainability and the Cold Chain, ICCC 2018, 2018, p. 133-137. 9782362150241 . doi:10.18462/iir.iccc.2018.0018. http://hdl.handle.net/2078.1/210053
2015
Peluffo Ordoñez, Diego Hernan ; Lee, John Aldo ; Verleysen, Michel ; Alvarado-Pérez, Juan C.. Geometrical homotopy for data visualization. In: ESANN 2015 - 23rd Eur. Symp. on Artificial Neural Networks, Computational Intelligence and Machine Learning, D-side: Bruges, 2015, p. 525-530. 978-2-87587-014-8. http://hdl.handle.net/2078.1/168996
Lee, John Aldo ; Bunte, Kerstin. Unsupervised dimensionality reduction: the challenge of big data visulisation. In: ESANN 2015 - 23rd Eur. Symp. on Artificial Neural Networks, Computational Intelligence and Machine Learning, D-side: Bruges, 2015, p. 487-494. 978-2-87587-014-8. http://hdl.handle.net/2078.1/168992
2014
Lee, John Aldo ; Verleysen, Michel. Two key properties of dimensionality reduction methods. In: Lee, J.A.; Verleysen, M., 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM), 2014, p. 163-170. 978-1-4799-4517-7. http://hdl.handle.net/2078.1/181065
2012
Lee, John Aldo ; Verleysen, Michel. Graph-Based Dimensionality Reduction. In: Olivier Lézoray, Leo Grady, Image Processing and Analysis with Graphs: Theory and Practice, CRC Press, 2012, p. 351-382. 978-1-4398-5507-2. http://hdl.handle.net/2078.1/116530
2009
Grégoire, Vincent ; Haustermans, Karin ; Lee, John Aldo. Molecular image-guided radiotherapy with positron emission tomography. In: Michael Joiner and Albert Van der Kogel, Basic Clinical Radiobiology, 2009. 9780340929667. http://hdl.handle.net/2078.1/167314
2005
Vrins, Frédéric ; Lee, John Aldo ; Verleysen, Michel. Filtering-free blind separation of correlated images. In: J. Canestany, A. Prieto, F. Sandoval, Computational Intelligence and Bioinspired Systems, IWANN 2005 (Lecture Notes in Computer Sciences; 3512), Springer-verlag Berlin: Berlin, 2005, 1091-1099. 3-540-26208-3. http://hdl.handle.net/2078.1/60936
2003
Lendasse, Amaury ; Lee, John Aldo ; de Bodt, Eric ; Wertz, Vincent ; Verleysen, Michel. Approximation by Radial-Basis Function networks - Application to option pricing. In: C. Lesage, M. Cottrell eds., Connectionist Approaches in Economics and Management Sciences, Kluwer academic publishers., 2003, p. 203-214. http://hdl.handle.net/2078.1/92342
Monographie (Book)
2007
Lee, John Aldo ; Verleysen, Michel. Nonlinear dimensionality reduction, Springer: New York (United States) , 2007. 978-0-387-39350-6. 310 p. http://hdl.handle.net/2078.1/90524
Thèse (Dissertation)
2003
Lee, John Aldo. Analysis of high-dimensional numerical data : from principal component analysis to non-linear dimensionality reduction and blind source separation, prom. : Verleysen, Michel, 2003. https://hdl.handle.net/2078.1/206363
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