Annual review of information science and technology, vol. 22
Using pathfinder to extract semantic information from text
Pathfinder associative networks
Computational Linguistics
An example-based mapping method for text categorization and retrieval
ACM Transactions on Information Systems (TOIS)
OHSUMED: an interactive retrieval evaluation and new large test collection for research
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Using latent semantic indexing for literature based discovery
Journal of the American Society for Information Science
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Learning dictionaries for information extraction by multi-level bootstrapping
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
SIGDOC '86 Proceedings of the 5th annual international conference on Systems documentation
A vector space model for automatic indexing
Communications of the ACM
Contextual correlates of synonymy
Communications of the ACM
Statistical Language Learning
Ontology Learning for the Semantic Web
IEEE Intelligent Systems
Representations of health concepts: a cognitive perspective
Journal of Biomedical Informatics
Advances in Neural Information Processing Systems 5, [NIPS Conference]
The structure of science information
Journal of Biomedical Informatics - Special issue: Sublanguage
Information Retrieval: A Health and Biomedical Perspective
Information Retrieval: A Health and Biomedical Perspective
SVDPACKC (Version 1.0) User''s Guide
SVDPACKC (Version 1.0) User''s Guide
GGobi: evolving from XGobi into an extensible framework for interactive data visualization
Computational Statistics & Data Analysis - Data visualization
The Journal of Machine Learning Research
Automatic word sense discrimination
Computational Linguistics - Special issue on word sense disambiguation
Automatic retrieval and clustering of similar words
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Distributional clustering of English words
ACL '93 Proceedings of the 31st annual meeting on Association for Computational Linguistics
Unsupervised word sense disambiguation rivaling supervised methods
ACL '95 Proceedings of the 33rd annual meeting on Association for Computational Linguistics
A Linear Least Squares Fit mapping method for information retrieval from natural language texts
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
Automatic acquisition of hyponyms from large text corpora
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
The Geometry of Information Retrieval
The Geometry of Information Retrieval
Journal of Biomedical Informatics - Special issue: Unified medical language system
Geometry and Meaning
prefuse: a toolkit for interactive information visualization
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Monolingual and bilingual concept visualization from corpora
NAACL-Demonstrations '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: Demonstrations - Volume 4
Unsupervised methods for developing taxonomies by combining syntactic and statistical information
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Projecting Computational Sense of Self: A Study of Transition in a Chronic Illness Online Community
HICSS '06 Proceedings of the 39th Annual Hawaii International Conference on System Sciences - Volume 05
Automatic evaluation of students' answers using syntactically enhanced LSA
HLT-NAACL-EDUC '03 Proceedings of the HLT-NAACL 03 workshop on Building educational applications using natural language processing - Volume 2
Unsupervised monolingual and bilingual word-sense disambiguation of medical documents using UMLS
BioMed '03 Proceedings of the ACL 2003 workshop on Natural language processing in biomedicine - Volume 13
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
Supersense tagging of unknown nouns using semantic similarity
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Using bag-of-concepts to improve the performance of support vector machines in text categorization
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Measures of semantic similarity and relatedness in the biomedical domain
Journal of Biomedical Informatics
Dependency-Based Construction of Semantic Space Models
Computational Linguistics
Toward knowledge-rich data mining
Data Mining and Knowledge Discovery
Automatically generated consumer health metadata using semantic spaces
HDKM '08 Proceedings of the second Australasian workshop on Health data and knowledge management - Volume 80
Semantic Vector Combinations and the Synoptic Gospels
QI '09 Proceedings of the 3rd International Symposium on Quantum Interaction
Random indexing using statistical weight functions
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
DS'05 Proceedings of the 8th international conference on Discovery Science
Journal of Biomedical Informatics
Semantic Space models for classification of consumer webpages on metadata attributes
Journal of Biomedical Informatics
Event detection in blogs using temporal random indexing
eETTs '09 Proceedings of the Workshop on Events in Emerging Text Types
The effect of different context representations on word sense discrimination in biomedical texts
Proceedings of the 1st ACM International Health Informatics Symposium
Using text to build semantic networks for pharmacogenomics
Journal of Biomedical Informatics
Extraction of contextual information from medical case research report using WordNet
COMPUTE '11 Proceedings of the Fourth Annual ACM Bangalore Conference
Enhancing clinical concept extraction with distributional semantics
Journal of Biomedical Informatics
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
A hybrid knowledge-based and data-driven approach to identifying semantically similar concepts
Journal of Biomedical Informatics
A graph-based algorithm for inducing lexical taxonomies from scratch
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
ArabOnto: experimenting a new distributional approach for building Arabic ontological resources
International Journal of Metadata, Semantics and Ontologies
An evaluation of corpus-driven measures of medical concept similarity for information retrieval
Proceedings of the 21st ACM international conference on Information and knowledge management
Discovering discovery patterns with predication-based Semantic Indexing
Journal of Biomedical Informatics
Cross-lingual random indexing for information retrieval
SLSP'13 Proceedings of the First international conference on Statistical Language and Speech Processing
Unsupervised biomedical named entity recognition: Experiments with clinical and biological texts
Journal of Biomedical Informatics
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Over the past 15 years, a range of methods have been developed that are able to learn human-like estimates of the semantic relatedness between terms from the way in which these terms are distributed in a corpus of unannotated natural language text. These methods have also been evaluated in a number of applications in the cognitive science, computational linguistics and the information retrieval literatures. In this paper, we review the available methodologies for derivation of semantic relatedness from free text, as well as their evaluation in a variety of biomedical and other applications. Recent methodological developments, and their applicability to several existing applications are also discussed.