Combination of binary classifiers
for multi-class classification

Ana Isabel Merchan Leandro and Eddy Mayoraz

IDIAP, CP 592, CH-1920 Martigny, Switzerland

e-mail: {anaml,mayoraz}@idiap.ch, phone: +41-27-721 77 29, fax: +41-27-721 77 13

 
• Introduction
• Linear reconstruction
  • Decomposition matrix
  • Probabilities matrix
  • Reconstruction based on the Pseudo-Inverse
  • Ho-Kashyap approach
• Non-Linear reconstruction
  • Distanced-Weighted k-Nearest Neighbor Algorithm
  • Decision Trees
  • Artificial Neural Networks
  • Support Vector Machines
• Numerical experiments
• Conclusions
• About this document ...