Papers
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
Introduction to the Special Issue on Machine Learning Methods for Text and Images
Jaz Kandola, Thomas Hofmann, Tomaso Poggio et al.
Latent Dirichlet Allocation
David M. Blei, Andrew Y. Ng, Michael I. Jordan
Ultraconservative Online Algorithms for Multiclass Problems
Koby Crammer, Yoram Singer
HowtogetaChineseName(Entity): Segmentation and Combination Issues
Hongyan Jing, Radu Florian, Xiaoqiang Luo et al.
A Maximum Entropy Chinese Character-Based Parser
Xiaoqiang Luo
Japanese Zero Pronoun Resolution based on Ranking Rules and Machine Learning
Hideki Isozaki, Tsutomu Hirao
Using the Web in Machine Learning for Other-Anaphora Resolution
Natalia N. Modjeska, Katja Markert, Malvina Nissim
Supersense Tagging of Unknown Nouns in WordNet
Massimiliano Ciaramita, Mark Johnson
Training Connectionist Models for the Structured Language Model
Peng Xu, Ahmad Emami, Frederick Jelinek
A Fast Algorithm for Feature Selection in Conditional Maximum Entropy Modeling
Yaqian Zhou, Fuliang Weng, Lide Wu et al.
Investigating Loss Functions and Optimization Methods for Discriminative Learning of Label Sequences
Yasemin Altun, Mark Johnson, Thomas Hofmann
Evaluation and Extension of Maximum Entropy Models with Inequality Constraints
Jun’ichi Kazama, Jun’ichi Tsujii
Towards Answering Opinion Questions: Separating Facts from Opinions and Identifying the Polarity of Opinion Sentences
Hong Yu, Vasileios Hatzivassiloglou
Statistical Acquisition of Content Selection Rules for Natural Language Generation
Pablo Ariel Duboue, Kathleen R. McKeown
Bootstrapping Coreference Classifiers with Multiple Machine Learning Algorithms
Vincent Ng, Claire Cardie