The AST is used intensively during semantic analysis, where the compiler checks for correct usage of the elements of the program and the language.
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This linguistic influence became a part of Spolsky s dissertation which was an early semantic analysis of Old English poetry from the Exeter Book.
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Another book was The Navaho ethnomedical domain : prolegomena to a componential semantic analysis " ( 1964 ) which defines Navajo terms for diseases.
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When the error function to be used is Kullback Leibler divergence, NMF is identical to the Probabilistic latent semantic analysis, a popular document clustering method.
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The first major area in semantic analysis is the identification of the intended meaning at the word level ( taken to include idiomatic expressions ).
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Richard Grandmorin summarized the concept of digital immortality by the following equation : " semantic analysis + social internet use + Artificial Intelligence = immortality ".
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Modern systems may use linear regression or other machine learning techniques often in combination with other statistical techniques such as latent semantic analysis and Bayesian inference.
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:: Newer methods inculde Computational Discourse Analysis with computer programs such as Linguistic Inquiry Word Count ( LIWC ) or Latent semantic analysis ( LSA ).
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In 2007 researchers at Technion Israel Institute of Technology developed a technique called Explicit Semantic Analysis which uses the world knowledge contained in Wikipedia articles.
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The two measures used to measure semantic relatedness in this model are the Latent semantic analysis ( LSA ) and the Word association spaces ( WAS ).
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