Learning with Partially Classified Training Data

ICML 2005 LPCTD Workshop            7 August 2005, Bonn, Germany

Program

Proceedings

Patricipants

Registration

ICML 2005

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Online proceedings

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Table of contents

Full papers

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• Person Identification in Webcam Images: An Application of Semi-Supervised Learning
  Maria-Florina Balcan, Avrim Blum, Patrick Pakyan Choi, John Lafferty, Brian Pantano, Mugizi R. Rwebangira, and Xiaojin Zhu



• RBF Networks for Learning from Partially Labeled Data
  Abdelhamid Bouchachia



• Semi-supervised learning with sparse grids
  Jochen Garcke and Michael Griebel



• Learning with Partially Labeled Data - with Confidence
  Eric Gaussier and Cyril Goutte



• Semi-Supervised Learning - A Statistical Physics Approach
  Gad Getz, Noam Shental, and Eytan Domany



• Performance Comparisons of Semi-supervised Learning Algorithms
  Te M. Huang and Vojislav Kecman



• Blockwise Supervised Inference on Large Graphs
  Kai Yu, Shipeng Yu, and Volker Tresp

Position papers

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• A Sampling Technique for Efficiently Estimating Measures of Query Retrieval Performance Using Incomplete Judgments
  Javed A. Aslam, Virgil Pavlu, and Emine Yilmaz



• Splitting the Unsupervised and Supervised Components of Semi-supervised Learning
  Clayton S. Oliveira, Fabio G. Cozman, and Ira Cohen



• Improving Kernel Classifiers for Object Categorization Problems
  Alexei Pozdnoukhov and Samy Bengio



• Linear Manifold Regularization for Large Scale Semi-supervised Learning
  Vikas Sindhwani, Partha Niyogi, Mikhail Belkin, and Sathiya Keerthi