WordNet: a lexical database for English
Communications of the ACM
Introduction to the special issue on word sense disambiguation: the state of the art
Computational Linguistics - Special issue on word sense disambiguation
Word sense disambiguation using Conceptual Density
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 1
Clustering short texts using wikipedia
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Text document clustering based on frequent word meaning sequences
Data & Knowledge Engineering
International Journal of Business Intelligence and Data Mining
Text classification based on multi-word with support vector machine
Knowledge-Based Systems
Using ontology to improve precision of terminology extraction from documents
Expert Systems with Applications: An International Journal
Combining statistics and semantics via ensemble model for document clustering
Proceedings of the 2009 ACM symposium on Applied Computing
Exploiting noun phrases and semantic relationships for text document clustering
Information Sciences: an International Journal
Clustering Documents Using a Wikipedia-Based Concept Representation
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
New Semantic Similarity Based Model for Text Clustering Using Extended Gloss Overlaps
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Learning concept hierarchies from text corpora using formal concept analysis
Journal of Artificial Intelligence Research
Text document clustering based on neighbors
Data & Knowledge Engineering
Exploiting internal and external semantics for the clustering of short texts using world knowledge
Proceedings of the 18th ACM conference on Information and knowledge management
Interpretable and reconfigurable clustering of document datasets by deriving word-based rules
Proceedings of the 18th ACM conference on Information and knowledge management
Explicit versus latent concept models for cross-language information retrieval
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
New Labeling Strategy for Semi-supervised Document Categorization
KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management
Web Snippet Clustering Based on Text Enrichment with Concept Hierarchy
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Improving legal information retrieval using an ontological framework
Artificial Intelligence and Law
Web Semantics: Science, Services and Agents on the World Wide Web
Data clustering: 50 years beyond K-means
Pattern Recognition Letters
Classification of web documents using concept extraction from ontologies
AIS-ADM'07 Proceedings of the 2nd international conference on Autonomous intelligent systems: agents and data mining
Taxonomy construction using compound similarity measure
OTM'07 Proceedings of the 2007 OTM Confederated international conference on On the move to meaningful internet systems: CoopIS, DOA, ODBASE, GADA, and IS - Volume Part I
A K-means approach based on concept hierarchical tree for search results clustering
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Document classification utilising ontologies and relations between documents
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Constraints based taxonomic relation classification
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Learning ontology resolution for document representation and its applications in text mining
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
An algorithm for finding document concepts using semantic similarities from WordNet ontology
International Journal of Computational Vision and Robotics
A comparative study of TF*IDF, LSI and multi-words for text classification
Expert Systems with Applications: An International Journal
Semantics-based representation model for multi-layer text classification
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
Hierarchical topic-based communities construction for authors in a literature database
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
User-related tag expansion for web document clustering
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Towards an RDF encoding of ConceptNet
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
High-order co-clustering text data on semantics-based representation model
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
A multi-layer text classification framework based on two-level representation model
Expert Systems with Applications: An International Journal
Enhancing accessibility of microblogging messages using semantic knowledge
Proceedings of the 20th ACM international conference on Information and knowledge management
Localized alternative cluster ensembles for collaborative structuring
ECML'06 Proceedings of the 17th European conference on Machine Learning
Incremental clustering of newsgroup articles
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
Concept based text classification using labeled and unlabeled data
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Enriching short text representation in microblog for clustering
Frontiers of Computer Science in China
ICCSA'10 Proceedings of the 2010 international conference on Computational Science and Its Applications - Volume Part III
KDD support services based on data semantics
Journal on Data Semantics IV
Introducing semantics in web personalization: the role of ontologies
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
A wikipedia based semantic graph model for topic tracking in blogosphere
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
A semantic-based social network of academic researchers
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Using ontology-based approaches to representing speech transcripts for automated speech scoring
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Student Research Workshop
Using an ontology for improved automated content scoring of spontaneous non-native speech
Proceedings of the Seventh Workshop on Building Educational Applications Using NLP
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Increasing anomaly handling efficiency in large organizations using applied machine learning
Proceedings of the 2013 International Conference on Software Engineering
Towards an enhanced and adaptable ontology by distilling and assembling online encyclopedias
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Proceedings of the 2013 workshop on Automated knowledge base construction
Mining semantic relationships between concepts across documents incorporating wikipedia knowledge
ICDM'13 Proceedings of the 13th international conference on Advances in Data Mining: applications and theoretical aspects
Semantic smoothing for text clustering
Knowledge-Based Systems
An efficient Particle Swarm Optimization approach to cluster short texts
Information Sciences: an International Journal
Enhanced cross-domain document clustering with a semantically enhanced text stemmer SETS
International Journal of Knowledge-based and Intelligent Engineering Systems - Selected papers of KES2012-Part 2 of 2
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Text document clustering plays an important role in providingintuitive navigation and browsing mechanisms by organizinglarge sets of documents into a small number ofmeaningful clusters. The bag of words representation usedfor these clustering methods is often unsatisfactory as it ignoresrelationships between important terms that do not co-occurliterally. In order to deal with the problem, we integratecore ontologies as background knowledge into theprocess of clustering text documents. Our experimentalevaluations compare clustering techniques based on pre-categorizationsof texts from Reuters newsfeeds and on asmaller domain of an eLearning course about Java. In theexperiments, improvements of results by background knowledgecompared to a baseline without background knowledgecan be shown in many interesting combinations.