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Memory-Based Language Processing (Studies in Natural Language Processing)

Memory-Based Language Processing (Studies in Natural Language Processing)
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作者: 著
出版社: Cambridge University Press
2009-06
版次: 1
ISBN: 9780521114455
定价: 370.20
装帧: 平装
开本: 其他
纸张: 其他
页数: 200页
正文语种: 英语
分类: 外文古旧书>英文书>计算机与互联网
  • Memory-basedlanguageprocessing-amachinelearningandproblemsolvingmethodforlanguagetechnology-isbasedontheideathatthedirectreuseofexamplesusinganalogicalreasoningismoresuitedforsolvinglanguageprocessingproblemsthantheapplicationofrulesextractedfromthoseexamples.Thisbookdiscussesthetheoryandpracticeofmemory-basedlanguageprocessing,showingitscomparativestrengthsoveralternativemethodsoflanguagemodelling.Languageiscomplex,withfewgeneralizations,manysub-regularitiesandexceptions,andtheadvantageofmemory-basedlanguageprocessingisthatitdoesnotabstractawayfromthisvaluablelow-frequencyinformation.Byapplyingthemodeltoarangeofbenchmarkproblems,theauthorsshowthatforlinguisticareasrangingfromphonologytosemantics,itproducesexcellentresults.TheyalsodescribeTiMBL,asoftwarepackageformemory-basedlanguageprocessing.Thefirstcomprehensiveoverviewoftheapproach,thisbookwillbeinvaluableforcomputationallinguists,psycholinguistsandlanguageengineers. WalterDaelemansisProfessorofComputationalLinguisticsandAIintheDepartmentofLinguistics,UniversityofAntwerp.AntalvandenBoschisAssistantProfessorintheDepartmentofComputationalLinguisticsandAI,TilburgUniversity.
  • 内容简介:
    Memory-basedlanguageprocessing-amachinelearningandproblemsolvingmethodforlanguagetechnology-isbasedontheideathatthedirectreuseofexamplesusinganalogicalreasoningismoresuitedforsolvinglanguageprocessingproblemsthantheapplicationofrulesextractedfromthoseexamples.Thisbookdiscussesthetheoryandpracticeofmemory-basedlanguageprocessing,showingitscomparativestrengthsoveralternativemethodsoflanguagemodelling.Languageiscomplex,withfewgeneralizations,manysub-regularitiesandexceptions,andtheadvantageofmemory-basedlanguageprocessingisthatitdoesnotabstractawayfromthisvaluablelow-frequencyinformation.Byapplyingthemodeltoarangeofbenchmarkproblems,theauthorsshowthatforlinguisticareasrangingfromphonologytosemantics,itproducesexcellentresults.TheyalsodescribeTiMBL,asoftwarepackageformemory-basedlanguageprocessing.Thefirstcomprehensiveoverviewoftheapproach,thisbookwillbeinvaluableforcomputationallinguists,psycholinguistsandlanguageengineers.
  • 作者简介:
    WalterDaelemansisProfessorofComputationalLinguisticsandAIintheDepartmentofLinguistics,UniversityofAntwerp.AntalvandenBoschisAssistantProfessorintheDepartmentofComputationalLinguisticsandAI,TilburgUniversity.
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