Papers
Task Clustering and Gating for Bayesian Multitask Learning
Bart Bakker, Tom Heskes
The em Algorithm for Kernel Matrix Completion with Auxiliary Data
Koji Tsuda, Shotaro Akaho, Kiyoshi Asai
Designing Committees of Models through Deliberate Weighting of Data Points
Stefan W. Christensen, Ian Sinclair, Philippa A. S. Reed
FINkNN: A Fuzzy Interval Number k-Nearest Neighbor Classifier for Prediction of Sugar Production from Populations of Samples
Vassilios Petridis, Vassilis G. Kaburlasos
On Nearest-Neighbor Error-Correcting Output Codes with Application to All-Pairs Multiclass Support Vector Machines
Aldebaro Klautau, Nikola Jevtić, Alon Orlitsky
Use of the Zero-Norm with Linear Models and Kernel Methods
Jason Weston, André Elisseeff, Bernhard Schölkopf et al.
Ranking a Random Feature for Variable and Feature Selection
Hervé Stoppiglia, Gérard Dreyfus, Rémi Dubois et al.
MLPs (Mono-Layer Polynomials and Multi-Layer Perceptrons) for Nonlinear Modeling
Isabelle Rivals, Léon Personnaz
Variable Selection Using SVM-based Criteria
Alain Rakotomamonjy
Grafting: Fast, Incremental Feature Selection by Gradient Descent in Function Space
Simon Perkins, Kevin Lacker, James Theiler
Sufficient Dimensionality Reduction
Amir Globerson, Naftali Tishby
A Divisive Information-Theoretic Feature Clustering Algorithm for Text Classification
Inderjit S. Dhillon, Subramanyam Mallela, Rahul Kumar
Benefitting from the Variables that Variable Selection Discards
Rich Caruana, Virginia R. de Sa
Dimensionality Reduction via Sparse Support Vector Machines
Jinbo Bi, Kristin Bennett, Mark Embrechts et al.
Extensions to Metric-Based Model Selection
Yoshua Bengio, Nicolas Chapados
Distributional Word Clusters vs. Words for Text Categorization
Ron Bekkerman, Ran El-Yaniv, Naftali Tishby et al.
An Introduction to Variable and Feature Selection
Isabelle Guyon, André Elisseeff
A Neural Probabilistic Language Model
Yoshua Bengio, Réjean Ducharme, Pascal Vincent et al.
Matching Words and Pictures
Kobus Barnard, Pinar Duygulu, David Forsyth et al.
Kernel Methods for Relation Extraction
Dmitry Zelenko, Chinatsu Aone, Anthony Richardella
Word-Sequence Kernels
Nicola Cancedda, Eric Gaussier, Cyril Goutte et al.
A Family of Additive Online Algorithms for Category Ranking
Koby Crammer, Yoram Singer