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Ontology Learning from Text : Methods, Evaluation and Applications

Methods, Evaluation and Applications

By: B. Magnini (Editor), P. Cimiano (Editor), P. Buitelaar (Editor)

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Hardcover | 1 July 2005

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This volume brings together ontology learning, knowledge acquisition and other related topics. It presents current research in ontology learning, addressing three perspectives. The first perspective looks at methodologies that have been proposed to automatically extract information from texts and to give a structured organization to such knowledge, including approaches based on machine learning techniques. Then there are evaluation methods for ontology learning, aiming at defining procedures and metrics for a quantitative evaluation of the ontology learning task; and finally application scenarios that make ontology learning a challenging area in the context of real applications such as bio-informatics. According to the three perspectives mentioned above, the book is divided into three sections, each including a selection of papers addressing respectively the methods, the applications and the evaluation of ontology learning approaches.

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Non-Fiction Philosophy Metaphysics & Ontology Computing & I.T.Computer Science Artificial Intelligence Expert Systems & Knowledge-Based Systems Mathematics

Ontology learning from text : an overview	p. 3
An information-theoretic approach to taxonomy extraction for ontology learning	p. 15
Unsupervised text mining for the learning of DOGMA-inspired ontologies	p. 29
A study on automated relation labelling in ontology learning	p. 44
Learning taxonomic relations from heterogeneous sources of evidence	p. 59
An evaluation framework for ontology enrichment	p. 77
Evaluation of OntoLearn, a methodology for automatic learning of domain ontologies	p. 92
A task-based framework for ontology learning, population and evaluation	p. 107
Learning Web service ontologies : an automatic extraction method and its evaluation	p. 125
Exploiting technical terminology for knowledge management	p. 140
Ontology and information extraction : a necessary symbiosis	p. 155
Table of Contents provided by Blackwell. All Rights Reserved.

Ontology Learning from Text : Methods, Evaluation and Applications

Methods, Evaluation and Applications

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