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Kremer", title = "Parallel Stochastic Grammar Induction", booktitle = "IEEE International Conference on Neural Networks (IJCNN'97)", volume = "III", pages = "III-1424--III-1428", publisher = "IEEE", address = "Houston, TX", year = "1997", keywords = "pattern recognition / image processing, RCN,", } @InBook{kremer00, author = "Stefan C. Kremer", title = "Lessons from language learning", year = "2000", booktitle = "Recurrent Neural Networks: Design and Applications", editor = "L. R. Medsker and L. C. Jain", chapter = "8", pages = "179--204", publisher = "CRC Press", series = "The CRC Press International Series on Computational Intelligence", url = "http://q.cis.uoguelph.ca/~skremer/tmenu/publications/lfll.ps", } @book{langley96, author = "Pat Langley", title = "Elements of Machine Learning", year = "1996", publisher = "Morgan Kaufmann" } @TechReport{lankhorst94, author = "Marc M. Lankhorst", title = "Breeding Grammars: Grammatical Inference with a Genetic Algorithm", year = "1994", institution = "Department of Computer Science", address = "University of Gronigen, The Netherlands", number = "CS-R 9401", url = "http://www.cs.rug.nl/info/reports/csr9401.ps.gz", } @InCollection{lawrence96, author = "Steve Lawrence and Sandiway Fong and C. Lee Giles", title = "Natural Language Grammatical Inference: a Comparison of Recurrent Neural Networks and Machine Learning Methods", pages = "33--47", editor = "Stefan Wermter and Ellen Riloff and Gabriele Scheler", booktitle = "Connectionist, Statistical, and Symbolic Approaches to Learning for Natural Language Processing", series = "LNAI", volume = "1040", publisher = "Springer Verlag", address = "Berlin", year = "1996", url = "http://www.neci.nj.nec.com/homepages/lawrence/papers/nl-book96/nl-book96-a4.ps.gz", } @Article{lawrence00natural, author = "Steve Lawrence and C. Lee Giles and Sandiway Fong", title = "Natural Language Grammatical Inference with Recurrent Neural Networks", journal = "IEEE Transactions on Knowledge and Data Engineering", volume = "12", number = "1", pages = "126--140", year = "2000", url = "http://www.neci.nec.com/~lawrence/papers/nl-tkde98/nl-tkde98.pdf", } @inproceedings{lewis96, author = "D. Lewis and R.E. Schapire and J.P. Callan and R. Papka", title = "Training Algorithms for Linear Text Classifiers", year = "1996", booktitle = "Proceedings of the 19th International Conference on Research and Development in Information Retrieval, SIGIR", pages = "298--306", address = "Zurich, Switzerland" } @Article{losee96, author = "Robert M. Losee", title = "Learning Syntactic Rules and Tags with Genetic Algorithms for Information Retrieval and Filtering: An Empirical Basis for Grammatical Rules", year = "1996", journal = "Information Processing \& Management", volume = "32", number = "2", pages = "185--197", url = "http://www.ils.unc.edu/~losee/gene1.pdf", } @inproceedings{ma98, author = "Qing Ma and Hitoshi Isahara", title = "A Multi-Neuro Tagger Using Variable Lengths of Contexts", year = "1998", booktitle = "Proceedings of the joint 17th International Conference on Computational Linguistics and 36th Annual Meeting of the Association for Computational Linguistics (COLING-ACL)", pages = "802--806", address = "Montr\'{e}al, Canada", } @phdthesis{marquez99b, author = "Llu\'{i}s M\`{a}rquez", title = "Part-of-Speech Tagging: A Machine Learning Approach based on Decision Trees", year = "1999", school = "Dep. Llenguatges i Sistemes Inform\`{a}tics", address = "Universitat Polit\`{e}cnica de Catalunya" } @Misc{marquez00, author = "Llu\'{i}s M\`{a}rquez", title = "Machine {L}earning and {N}atural {L}anguage {P}rocessing", year = "2000", howpublished = "Seminar: Industrias de la lengua / La ingenier\'{i}a Ling\~{u}\'{i}stica en la sociedad de la informaci\'{o}n", url = "http://www.lsi.upc.es/~lluism/cursos/docSoria00/soria00.ps.gz", } @inproceedings{munoz99, author = "{M. Mu\~{n}oz} and {V. Punyakanok} and {D. Roth} and {D. Zimak}", title = "A Learning Approach to Shallow Parsing", year = "1999", booktitle = "Proceedings of the joint SIGDAT Conference on Emperical Methods in Natural Language Processing and Very Large Corpora (EMNLP-VLC)" } @TechReport{roberts02a, author = "Andrew Roberts", title = "Automatic Acquisition of Word Classification using Distributional Analysis of Content Words with Respect to Function Words", institution = "School of Computing, University of Leeds", year = "2002", } @inproceedings{roth98, author = "D. Roth and D. Zelenko", title = "Part of Speech Tagging Using a Network of Linear Separators", year = "1998", booktitle = "Proceedings of the joint 17th International Conference on Computational Linguistics and 36th Annual Meeting of the Association for Computational Linguistics (COLING-ACL)", pages = "1136--1142", address = "Montr\'{e}al, Canada" } @inproceedings{schutze93, author = {H. Sch\"{u}tze}, title = "Part-of-Speech Induction from Scratch", year = "1993", booktitle = "Proceedings of the 31st Annual Meeting of the Association for Computational Linguistics (ACL)", address = "Columbus, Ohio", pages = "251--258" } @inproceedings{soderland95, author = "S. Soderland and D. Fisher and J. Aseltine and W. Lehnert", title = "Crystal: Inducing a Conceptual Dictionary", year = "1995", booktitle = "Proceedings of the 14th International Joint Conference on Artificial Intelligence", pages = "1314--1319" } @inproceedings{tanaka96, author = "H. Tanaka", title = "Decision Tree Learning Algorithm with Structural Attributes: Application to Verbal Case Frame Acquisition", year = "1996", booktitle = "Proceedings of the 16th International Conference on Computational Linguistics (COLING)", pages = "943--948", address = "Copenhagen, Denmark" } @InProceedings{thompson97, author = "Cynthia A. Thompson and Raymond J. Mooney and Lappoon R. Tang", title = "Learning to Parse Natural Language Database Queries into Logical Form", year = "1997", booktitle = "Workshop on Automata Induction, Grammatical Inference and Language Acquisition", } @article{weiss99, author = "S.M. Weiss and C. Apte and F.J. Damerau and D.E. Johnson and F.J. Oles and T. Goetz and T. Hampp", title = "Maximizing text-mining performance", year = "1999", journal = "IEEE Intelligent Systems", volume = "14", number = "4", pages = "63--69" } @InProceedings{zelle93, author = "John M. Zelle and Raymond. J. Mooney", title = "Learning Semantic Grammars with Constructive Inductive Logic Programming", booktitle = "Proceedings of the 11th National Conference on Artificial Intelligence", pages = "817--822", publisher = "AAAI Press/MIT Press", year = "1993", address = "Washington, D.C.", url = "ftp://ftp.cs.utexas.edu/pub/mooney/papers/chill-aaai-93.ps.Z", abstract = "Automating the construction of semantic grammars is a difficult and interesting problem for machine learning. This paper shows how the semantic-grammar acquisition problem can be viewed as the learning of search-control heuristics in a logic program. Appropriate control rules are learned using a new first-order induction algorithm that automatically invents useful syntactic and semantic categories. Empirical results show that the learned parsers generalize well to novel sentences and out-perform previous approaches based on connectionist techniques.", } @InProceedings{zelle94, author = "John. M. Zelle and Raymond. J. Mooney", title = "Inducing Deterministic {P}rolog Parsers from TreeBanks: {A} Machine Learning Approach", booktitle = "Proceedings of the 12th National Conference on Artificial Intelligence", pages = "748--753", publisher = "AAAI Press/MIT Press", year = "1994", address = "Seattle, WA", url = "ftp://ftp.cs.utexas.edu/pub/mooney/papers/chill-aaai-94.ps.Z", abstract = "This paper presents a method for constructing deterministic, context-sensitive, Prolog parsers from corpora of parsed sentences. Our approach uses recent machine learning methods for inducing Prolog rules from examples (inductive logic programming). We discuss several advantages of this method compared to recent statistical methods and present results on learning complete parsers from portions of the ATIS corpus.", }