Boltzmann machines and their applications
Volume I: Parallel architectures on PARLE: Parallel Architectures and Languages Europe
Grammatical category disambiguation by statistical optimization
Computational Linguistics
Relaxation and neural learning: points of convergence and divergence
Journal of Parallel and Distributed Computing - Neural Computing
A Statistical-Heuristic Feature Selection Criterion for Decision Tree Induction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Elements of information theory
Elements of information theory
C4.5: programs for machine learning
C4.5: programs for machine learning
Some advances in transformation-based part of speech tagging
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
Domain-specific knowledge acquisition for conceptual sentence analysis
Domain-specific knowledge acquisition for conceptual sentence analysis
Combining labeled and unlabeled data with co-training
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Learning to classify text from labeled and unlabeled documents
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Constraint Grammar: A Language-Independent System for Parsing Unrestricted Text
Constraint Grammar: A Language-Independent System for Parsing Unrestricted Text
Overcoming the Myopia of Inductive Learning Algorithms with RELIEFF
Applied Intelligence
Learning Compatibility Coefficients for Relaxation Labeling Processes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
Part-of-Speech Tagging Using Decision Trees
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Learning grammatical stucture using statistical decision-trees
ICG! '96 Proceedings of the 3rd International Colloquium on Grammatical Inference: Learning Syntax from Sentences
ICG! '96 Proceedings of the 3rd International Colloquium on Grammatical Inference: Learning Syntax from Sentences
Optimization-based Heuristics for Maximal Constraint Satisfaction
CP '95 Proceedings of the First International Conference on Principles and Practice of Constraint Programming
ICASSP '97 Proceedings of the 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '97)-Volume 2 - Volume 2
Building a large annotated corpus of English: the penn treebank
Computational Linguistics - Special issue on using large corpora: II
Coping with ambiguity and unknown words through probabilistic models
Computational Linguistics - Special issue on using large corpora: II
Tagging English text with a probabilistic model
Computational Linguistics
A stochastic parts program and noun phrase parser for unrestricted text
ANLC '88 Proceedings of the second conference on Applied natural language processing
Does Baum-Welch re-estimation help taggers?
ANLC '94 Proceedings of the fourth conference on Applied natural language processing
A practical part-of-speech tagger
ANLC '92 Proceedings of the third conference on Applied natural language processing
A simple rule-based part of speech tagger
ANLC '92 Proceedings of the third conference on Applied natural language processing
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
Tagging French: comparing a statistical and a constraint-based method
EACL '95 Proceedings of the seventh conference on European chapter of the Association for Computational Linguistics
Homonymy and polysemy in information retrieval
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
A flexible POS tagger using an automatically acquired language model
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
Comparing a linguistic and a stochastic tagger
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
On the evaluation and comparison of taggers: the effect of noise in testing corpora
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Classifier combination for improved lexical disambiguation
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
Improving data driven wordclass tagging by system combination
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
Part-of-speech tagging with neural networks
COLING '94 Proceedings of the 15th conference on Computational linguistics - Volume 1
POS tagging using relaxation labelling
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 2
Constraint satisfaction as global optimization
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Using decision trees for conference resolution
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Automatic Stemming for Indexing of an Agglutinative Language
ADVIS '02 Proceedings of the Second International Conference on Advances in Information Systems
The Divide-and-Conquer Manifesto
ALT '00 Proceedings of the 11th International Conference on Algorithmic Learning Theory
Improving part-of-speech tagging using lexicalized HMMs
Natural Language Engineering
Applying machine learning to Chinese temporal relation resolution
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Boosting text segmentation via progressive classification
Knowledge and Information Systems
A Graph Partitioning Approach to Entity Disambiguation Using Uncertain Information
GoTAL '08 Proceedings of the 6th international conference on Advances in Natural Language Processing
Expert Systems with Applications: An International Journal
A global relaxation labeling approach to coreference resolution
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
A constraint-based hypergraph partitioning approach to coreference resolution
Computational Linguistics
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We have applied the inductive learning of statisticaldecision trees and relaxation labeling to the Natural LanguageProcessing (NLP) task of morphosyntacticdisambiguation (Part Of Speech Tagging). The learning process issupervised and obtains a language model oriented to resolve POSambiguities, consisting of a set of statistical decision treesexpressing distribution of tags and words in some relevant contexts.The acquired decision trees have been directly used in a tagger thatis both relatively simple and fast, and which has been tested andevaluated on the Wall Street Journal (WSJ) corpus withcompetitive accuracy. However, better results can be obtained bytranslating the trees into rules to feed a flexible relaxationlabeling based tagger. In this direction we describe a tagger whichis able to use information of any kind (n-grams, automaticallyacquired constraints, linguistically motivated manually writtenconstraints, etc.), and in particular to incorporate themachine-learned decision trees. Simultaneously, we address theproblem of tagging when only limited training material is available,which is crucial in any process of constructing, from scratch, anannotated corpus. We show that high levels of accuracy can beachieved with our system in this situation, and report some resultsobtained when using it to develop a 5.5 million words Spanish corpusfrom scratch.