Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Problems of Ambiguity in Natural Language
This article presents a measure of semantic similarity in an IS-A taxonomy based on the notion of shared information content. Experimental evaluation against a benchmark set of human similarity judgments demonstrates that the measure performs better than the traditional edge-counting approach. The article presents algorithms that take advantage of taxonomic similarity in resolving syntactic and semantic ambiguity, along with experimental results demonstrating their effectiveness.
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- Computing semantic relatedness using Wikipedia-based explicit semantic analysis→Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…Legacy edge — source detail unavailable
- Cheap and fast---but is it good?→Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…Legacy edge — source detail unavailable
- Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach→Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…Legacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→WordNet: An electronic lexical database . Ed. by Christiane Fellbaum. Cambridge, MA: MIT …Legacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→A spreading-activation theory of semantic processing.Legacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Building a Large Annotated Corpus of English: The Penn TreebankLegacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Introduction to WordNet: An On-line Lexical Database *Legacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→An Information-Theoretic Definition of SimilarityLegacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Verbs semantics and lexical selectionLegacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Class-based n -gram models of natural languageLegacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Development and application of a metric on semantic netsLegacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Automatic sense disambiguation using machine readable dictionariesLegacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Using Information Content to Evaluate Semantic Similarity in a TaxonomyLegacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Estimation of probabilities from sparse data for the language model component of a speech…Legacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Automatic text processingLegacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Mathematical Foundations of Information Theory.Legacy edge — source detail unavailable
- Semantic Similarity in a Taxonomy: An Information-Based Measure and its Application to Pr…→Contextual correlates of synonymyLegacy edge — source detail unavailable
- An Information-Theoretic Definition of Similarity→Development and application of a metric on semantic netsLegacy edge — source detail unavailable
- An Information-Theoretic Definition of Similarity→Introduction to WordNet: An On-line Lexical Database *Legacy edge — source detail unavailable
- An Information-Theoretic Definition of Similarity→Verbs semantics and lexical selectionLegacy edge — source detail unavailable
- Cheap and fast---but is it good?→Building a Large Annotated Corpus of English: The Penn TreebankLegacy edge — source detail unavailable
- Cheap and fast---but is it good?→Contextual correlates of synonymyLegacy edge — source detail unavailable
- Development and application of a metric on semantic nets→A spreading-activation theory of semantic processing.Legacy edge — source detail unavailable
- Computing semantic relatedness using Wikipedia-based explicit semantic analysis→An Information-Theoretic Definition of SimilarityLegacy edge — source detail unavailable
- Computing semantic relatedness using Wikipedia-based explicit semantic analysis→WordNet: An electronic lexical database . Ed. by Christiane Fellbaum. Cambridge, MA: MIT …Legacy edge — source detail unavailable
- Computing semantic relatedness using Wikipedia-based explicit semantic analysis→Contextual correlates of synonymyLegacy edge — source detail unavailable
- Using Information Content to Evaluate Semantic Similarity in a Taxonomy→Automatic sense disambiguation using machine readable dictionariesLegacy edge — source detail unavailable
- Using Information Content to Evaluate Semantic Similarity in a Taxonomy→Contextual correlates of synonymyLegacy edge — source detail unavailable
- Using Information Content to Evaluate Semantic Similarity in a Taxonomy→Development and application of a metric on semantic netsLegacy edge — source detail unavailable
- Using Information Content to Evaluate Semantic Similarity in a Taxonomy→A spreading-activation theory of semantic processing.Legacy edge — source detail unavailable
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| Natural Language Processing Techniques | Computer Science |
| Topic Modeling | Computer Science |
| Semantic Web and Ontologies | Computer Science |
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