Generalized subsumption and its applications to induction and redundancy
Artificial Intelligence
Explanation-based generalisation = partial evaluation
Artificial Intelligence
Abduction for explanation-based learning
EWSL-91 Proceedings of the European working session on learning on Machine learning
How to specialize by theory refinement
ECAI '92 Proceedings of the 10th European conference on Artificial intelligence
Flattening and Saturation: Two Representation Changes for Generalization
Machine Learning - Special issue on evaluating and changing representation
Combining Horn rules and description logics in CARIN
Artificial Intelligence
Lexical Acquisition and Information Extraction
SCIE '97 International Summer School on Information Extraction: A Multidisciplinary Approach to an Emerging Information Technology
Relational Distance-Based Clustering
ILP '98 Proceedings of the 8th International Workshop on Inductive Logic Programming
Automatic learning for semantic collocation
ANLC '92 Proceedings of the third conference on Applied natural language processing
Similarity-based methods for word sense disambiguation
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
Distributional clustering of English words
ACL '93 Proceedings of the 31st annual meeting on Association for Computational Linguistics
Noun classification from predicate-argument structures
ACL '90 Proceedings of the 28th annual meeting on Association for Computational Linguistics
SEXTANT: exploring unexplored contexts for semantic extraction from syntactic analysis
ACL '92 Proceedings of the 30th annual meeting on Association for Computational Linguistics
Generalizing automatically generated selectional patterns
COLING '94 Proceedings of the 15th conference on Computational linguistics - Volume 2
Word-sense disambiguation using statistical models of Roget's categories trained on large corpora
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Flexible matching for noisy structural descriptions
IJCAI'91 Proceedings of the 12th international joint conference on Artificial intelligence - Volume 2
Issues in Learning Language in Logic
Computational Logic: Logic Programming and Beyond, Essays in Honour of Robert A. Kowalski, Part II
Fostering Web Intelligence by Semi-automatic OWL Ontology Refinement
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
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This chapter presents the ILP method, Asium, that learns ontologies and verb subcategorization frames from parsed corpora in specific domains. The ontology is learned by bottom-up conceptual clustering from parsed corpora. The clustering method also generalizes the grammatical relations between verbs and complement heads as they are observed in the corpora. The set of grammatical relations learned for a given verb forms the verb subcategorization frame. This paper details Asium's learning algorithms in an ILP formalism and shows how the learned linguistic resources can be applied to semantic tagging, language control and syntactic disambiguation within the ILP framework.