Algorithms for clustering data
Algorithms for clustering data
Recent trends in hierarchic document clustering: a critical review
Information Processing and Management: an International Journal
Models of incremental concept formation
Artificial Intelligence
Scatter/Gather: a cluster-based approach to browsing large document collections
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Query expansion using lexical-semantic relations
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Selection and information: a class-based approach to lexical relationships
Selection and information: a class-based approach to lexical relationships
WordNet: a lexical database for English
Communications of the ACM
Matrix computations (3rd ed.)
Textual context analysis for information retrieval
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Web document clustering: a feasibility demonstration
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Fast and effective text mining using linear-time document clustering
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Document clustering using word clusters via the information bottleneck method
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Agglomerative clustering of a search engine query log
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
A vector space model for automatic indexing
Communications of the ACM
Contextual correlates of synonymy
Communications of the ACM
Toward an improved concept-based information retrieval system
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Knowledge Acquisition Via Incremental Conceptual Clustering
Machine Learning
Frequent term-based text clustering
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
WWW '03 Proceedings of the 12th international conference on World Wide Web
Word Semantics for Information Retrieval: Moving One Step Closer to the Semantic Web
ICTAI '01 Proceedings of the 13th IEEE International Conference on Tools with Artificial Intelligence
Mixing Semantic Networks and Conceptual Vectors: The Case of Hyperonymy
ICCI '03 Proceedings of the 2nd IEEE International Conference on Cognitive Informatics
The Journal of Machine Learning Research
Introduction to the special issue on word sense disambiguation: the state of the art
Computational Linguistics - Special issue on word sense disambiguation
A hybrid approach for searching in the semantic web
Proceedings of the 13th international conference on World Wide Web
Information retrieval using word senses: root sense tagging approach
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
An enhanced model for searching in semantic portals
WWW '05 Proceedings of the 14th international conference on World Wide Web
The TREC robust retrieval track
ACM SIGIR Forum
Towards automatic association of relevant unstructured content with structured query results
Proceedings of the 14th ACM international conference on Information and knowledge management
Document Clustering with Semantic Analysis
HICSS '06 Proceedings of the 39th Annual Hawaii International Conference on System Sciences - Volume 03
Fine-grained proper noun ontologies for question answering
SEMANET '02 Proceedings of the 2002 workshop on Building and using semantic networks - Volume 11
Evaluating WordNet-based Measures of Lexical Semantic Relatedness
Computational Linguistics
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Characterising measures of lexical distributional similarity
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Bidirectional inference with the easiest-first strategy for tagging sequence data
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Measures of semantic similarity and relatedness in the biomedical domain
Journal of Biomedical Informatics
A Novel Document Clustering Model Based on Latent Semantic Analysis
SKG '07 Proceedings of the Third International Conference on Semantics, Knowledge and Grid
A method for computing lexical semantic distance using linear functionals
Web Semantics: Science, Services and Agents on the World Wide Web
Word sense disambiguation: A survey
ACM Computing Surveys (CSUR)
Cluster Analysis
Word Sense Disambiguation: Algorithms and Applications
Word Sense Disambiguation: Algorithms and Applications
WordNet: similarity - measuring the relatedness of concepts
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Distributional measures of concept-distance: a task-oriented evaluation
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
A study on similarity and relatedness using distributional and WordNet-based approaches
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Knowledge derived from wikipedia for computing semantic relatedness
Journal of Artificial Intelligence Research
Computing semantic relatedness using Wikipedia-based explicit semantic analysis
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
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We show how a quantitative context may be established for what is essentially qualitative in nature by topologically embedding a lexicon (here, WordNet) in a complete metric space. This novel transformation establishes a natural connection between the order relation in the lexicon (e.g., hyponymy) and the notion of distance in the metric space, giving rise to effective word-level and document-level lexical semantic distance measures. We provide a formal account of the topological transformation and demonstrate the value of our metrics on several experiments involving information retrieval and document clustering tasks.