This handbook is the authoritative reference for the theory behind Latent Semantic Analysis (LSA), a burgeoning mathematical method used to analyze how words make meaning. The first book of its kind to deliver such a comprehensive analysis, it explores e
This handbook is the authoritative reference for the theory behind Latent Semantic Analysis (LSA), a burgeoning mathematical method used to analyze how words make meaning. The first book of its kind to deliver such a comprehensive analysis, it explores eHinweis: Dieser Artikel kann nur an eine deutsche Lieferadresse ausgeliefert werden.
Thomas K. Landauer, Danielle S. McNamara, Simon Dennis, Walter Kintsch
Inhaltsangabe
Contents: Part I: Introduction to LSA: Theory and Methods. T.K. Landauer LSA as a Theory of Meaning. D. Martin M. Berry Mathematical Foundations Behind Latent Semantic Analysis. S. Dennis How to Use the LSA Website. J. Quesada Creating Your Own LSA Spaces. Part II: LSA in Cognitive Theory. W. Kintsch Meaning in Context. M. Louwerse Symbolic or Embodied Representations: A Case for Symbol Interdependency. M.W. Howard K. Addis B. Jing M.K. Kahana Semantic Structure and Episodic Memory. G. Denhire B. Lemaire C. Bellissens S. Jhean-Larose A Semantic Space for Modeling Children's Semantic Memory. P. Foltz Discourse Coherence and LSA. J. Quesada Spaces for Problem Solving. Part III: LSA in Educational Applications. K. Millis J. Magliano K. Wiemer-Hastings S. Todaro D.S. McNamara Assessing and Improving Comprehension With Latent Semantic Analysis. D.S. McNamara C. Boonthum I. Levinstein K. Millis Evaluating Self-Explanations in iSTART: Comparing Word-Based and LSA Algorithms. A. Graesser P. Penumatsa M. Ventura Z. Cai X. Hu Using LSA in AutoTutor: Learning Through Mixed-Initiative Dialog in Natural Language. E. Kintsch D. Caccamise M. Franzke N. Johnson S. Dooley Summary Streetr: Computer-Guided Summary Writing. L. Streeter K. Lochbaum N. LaVoie J.E. Psotka Automated Tools for Collaborative Learning Environments. Part IV: Information Retrieval and HCI Applications of LSA. S.T. Dumais LSA and Information Retrieval: Getting Back to Basics. P.K. Foltz T.K. Landauer Helping People Find and Learn From Documents: Exploiting Synergies Between Human and Computer Retrieval With SuperManual. M.H. Blackmon M. Kitajima D.R. Mandalia P.G. Polson Automating Usability Evaluation Cognitive Walkthrough for the Web Puts LSA to Work on Real-World HCI Design Problems. Part V: Extensions to LSA. D.S. McNamara Z. Cai M.M. Louwerse Optimizing LSA Measures of Cohesion. X. Hu Z. Cai P. Wiemer-Hastings A.C. Graesser D.S. McNamara Strength Weakness and Extensions of LSA. M. Steyvers T. Griffiths Probabilistic Topic Models. S. Dennis Introducing Word Order: Within the LSA Framework. Part VI: Conclusion. W. Kintsch D.S. McNamara S. Dennis T.K. Landauer LSA and Meaning: In Theory and Application.
Contents: Part I: Introduction to LSA: Theory and Methods. T.K. Landauer LSA as a Theory of Meaning. D. Martin M. Berry Mathematical Foundations Behind Latent Semantic Analysis. S. Dennis How to Use the LSA Website. J. Quesada Creating Your Own LSA Spaces. Part II: LSA in Cognitive Theory. W. Kintsch Meaning in Context. M. Louwerse Symbolic or Embodied Representations: A Case for Symbol Interdependency. M.W. Howard K. Addis B. Jing M.K. Kahana Semantic Structure and Episodic Memory. G. Denhire B. Lemaire C. Bellissens S. Jhean-Larose A Semantic Space for Modeling Children's Semantic Memory. P. Foltz Discourse Coherence and LSA. J. Quesada Spaces for Problem Solving. Part III: LSA in Educational Applications. K. Millis J. Magliano K. Wiemer-Hastings S. Todaro D.S. McNamara Assessing and Improving Comprehension With Latent Semantic Analysis. D.S. McNamara C. Boonthum I. Levinstein K. Millis Evaluating Self-Explanations in iSTART: Comparing Word-Based and LSA Algorithms. A. Graesser P. Penumatsa M. Ventura Z. Cai X. Hu Using LSA in AutoTutor: Learning Through Mixed-Initiative Dialog in Natural Language. E. Kintsch D. Caccamise M. Franzke N. Johnson S. Dooley Summary Streetr: Computer-Guided Summary Writing. L. Streeter K. Lochbaum N. LaVoie J.E. Psotka Automated Tools for Collaborative Learning Environments. Part IV: Information Retrieval and HCI Applications of LSA. S.T. Dumais LSA and Information Retrieval: Getting Back to Basics. P.K. Foltz T.K. Landauer Helping People Find and Learn From Documents: Exploiting Synergies Between Human and Computer Retrieval With SuperManual. M.H. Blackmon M. Kitajima D.R. Mandalia P.G. Polson Automating Usability Evaluation Cognitive Walkthrough for the Web Puts LSA to Work on Real-World HCI Design Problems. Part V: Extensions to LSA. D.S. McNamara Z. Cai M.M. Louwerse Optimizing LSA Measures of Cohesion. X. Hu Z. Cai P. Wiemer-Hastings A.C. Graesser D.S. McNamara Strength Weakness and Extensions of LSA. M. Steyvers T. Griffiths Probabilistic Topic Models. S. Dennis Introducing Word Order: Within the LSA Framework. Part VI: Conclusion. W. Kintsch D.S. McNamara S. Dennis T.K. Landauer LSA and Meaning: In Theory and Application.
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