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Abstract: The application of clustering methods for automatic taxonomy construction from text requires knowledge about the tradeoff between, (i), their effectiveness (quality of result), (ii), efficiency (run-time behaviour), and, (iii), traceability of the taxonomy construction by the ontology engineer. In this line, we present an original conceptual clustering method based on Formal Concept Analysis for automatic taxonomy construction and compare it with hierarchical agglomerative clustering and... (Update)
Active bibliography (related documents): More All
0.5: Comparing Conceptual, Divisive and Agglomerative.. - Cimiano, Hotho, Staab (2004) (Correct)
0.5: Learning Concept Hierarchies from Text Corpora Using.. - Cimiano, Hotho, Staab (2005) (Correct)
0.5: Learning Taxonomic Relations from Heterogeneous Evidence - Cimiano, Pivk.. (2004) (Correct)
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BibTeX entry: (Update)
@misc{ cimiano-comparing,
author = "Philipp Cimiano and Andreas Hotho and Steffen Staab",
title = "Comparing Conceptual, Divisive and Agglomerative Clustering for Learning
Taxonomies from Text",
url = "citeseer.ist.psu.edu/article/cimiano04comparing.html" }
Citations (may not include all citations):574 Pattern Classification (context) - Duda, Hart et al. - 2001
349 Knowledge acquisition via incremental conceptual clustering (context) - Fisher - 1987
168 Distributional clustering of english words - Pereira, Tishby et al. - 1993
129 Formal Concept Analysis -- Mathematical Foundations (context) - Ganter, Wille - 1999
84 Noun classification from predicate-argument structures - Hindle - 1990
53 A comparison of document clustering techniques - Steinbach, Karypis et al. - 2000
31 Mathematical Structures of Language (context) - Harris - 1968
30 Efficient algorithms for agglomerative hierarchical clusteri.. (context) - Day, Edelsbrunner - 1984
28 A corpus-based conceptual clustering method for verb frames .. - Faure, Nedellec - 1998
19 Automatic construction of a hypernym-labeled noun hierarchy .. - Caraballo - 1999
17 Measuring similarity between ontologies - Maedche, Staab - 2002
16 Designing clustering methods for ontology building - The Mo - Bisson, Nedellec et al. - 2000
4 Clustering ontologies from text (context) - Cimiano, Hotho et al. - 2004
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OntoEdit:Coldit:2HH veOntol62 Develwzz2 for the Semantic Web.. - Mi Zz Erdmann (2002) (Correct)
acmj054-02 ACM-TRANSACTION April 25, 2005 21:57 - Supporting Application.. (2005) (Correct)
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