Michael Collins
Michael Collins
Professor of Computer Science, Columbia University; Google NYC
Verified email at cs.columbia.edu - Homepage
TitleCited byYear
Discriminative training methods for hidden markov models: Theory and experiments with perceptron algorithms
M Collins
Proceedings of the ACL-02 conference on Empirical methods in natural …, 2002
23292002
Head-driven statistical models for natural language parsing
M Collins
Computational linguistics 29 (4), 589-637, 2003
23212003
Three generative, lexicalised models for statistical parsing
M Collins
arXiv preprint cmp-lg/9706022, 1997
12941997
Unsupervised models for named entity classification
M Collins, Y Singer
1999 Joint SIGDAT Conference on Empirical Methods in Natural Language …, 1999
11181999
Convolution kernels for natural language
M Collins, N Duffy
Advances in neural information processing systems, 625-632, 2002
10652002
A new statistical parser based on bigram lexical dependencies
MJ Collins
Proceedings of the 34th annual meeting on Association for Computational …, 1996
9011996
Discriminative reranking for natural language parsing
M Collins, T Koo
Computational Linguistics 31 (1), 25-70, 2005
8442005
Logistic regression, AdaBoost and Bregman distances
M Collins, RE Schapire, Y Singer
Machine Learning 48 (1-3), 253-285, 2002
7322002
Learning to map sentences to logical form: Structured classification with probabilistic categorial grammars
LS Zettlemoyer, M Collins
arXiv preprint arXiv:1207.1420, 2012
6562012
Hidden conditional random fields
A Quattoni, S Wang, LP Morency, M Collins, T Darrell
IEEE Transactions on Pattern Analysis & Machine Intelligence, 1848-1852, 2007
6382007
New ranking algorithms for parsing and tagging: Kernels over discrete structures, and the voted perceptron
M Collins, N Duffy
Proceedings of the 40th annual meeting on association for computational …, 2002
6362002
Clause restructuring for statistical machine translation
M Collins, P Koehn, I Kučerová
Proceedings of the 43rd annual meeting on association for computational …, 2005
5552005
Conditional random fields for object recognition
A Quattoni, M Collins, T Darrell
Advances in neural information processing systems, 1097-1104, 2005
4932005
Simple semi-supervised dependency parsing
T Koo, X Carreras, M Collins
Proceedings of ACL-08: HLT, 595-603, 2008
4872008
A generalization of principal components analysis to the exponential family
M Collins, S Dasgupta, RE Schapire
Advances in neural information processing systems, 617-624, 2002
4562002
Incremental parsing with the perceptron algorithm
M Collins, B Roark
Proceedings of the 42nd Annual Meeting on Association for Computational …, 2004
4222004
Globally normalized transition-based neural networks
D Andor, C Alberti, D Weiss, A Severyn, A Presta, K Ganchev, S Petrov, ...
arXiv preprint arXiv:1603.06042, 2016
4172016
Online learning of relaxed CCG grammars for parsing to logical form
L Zettlemoyer, M Collins
Proceedings of the 2007 Joint Conference on Empirical Methods in Natural …, 2007
3452007
Prepositional phrase attachment through a backed-off model
M Collins, J Brooks
arXiv preprint cmp-lg/9506021, 1995
3051995
Ranking algorithms for named-entity extraction: Boosting and the voted perceptron
M Collins
Proceedings of the 40th Annual Meeting on Association for Computational …, 2002
3032002
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Articles 1–20