Main

Research

Sequential Processes and Signal Processing

  • Hidden Markov Models
  • Conditional random fields
  • Time Series Prediction
  • Grammar and Automata Induction
  • Independent Component Analysis

Classification & Regression

  • Mixture Models and EM algorithm
  • Probability Density Estimation
  • Word Sense Disambiguation
  • Model Fusion
  • Resampling Methods
  • Transductive Learning
  • Spectral Clustering and Classification
  • Kernel methods

Structured Data

  • Web Link Analysis
  • Spectral Analysis for Graphs

High-Dimensional Data Analysis

  • High-Dimensional Data Analysis
  • Functional Data Analysis
  • Distances in High Dimensional Spaces
  • Nonlinear Dimension Reduction
  • Feature Selection

Applications

  • Genomic data analysis
  • ECG signal processing
  • EEG analysis
  • Neural Methods in Chemometry
  • Road Condition Prediction
  • Collaborative Filtering
  • Financial Series Prediction
  • The Visual Prosthesis for the Blind
  • Start-Up Firms Growth Analysis