Description |
1 online resource (xix, 491 pages) : illustrations |
Series |
Advances in database systems ; 35 |
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Advances in database systems ; 35.
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Contents |
An introduction to uncertain data algorithms and applications / Charu C. Aggarwal -- Models for incomplete and probabilistic information / Todd J. Green -- Relational models and algebra for uncertain data / Sumit Sarkar and Debabrata Dey -- Graphical models for uncertain data / Amol Deshpande, Lise Getoor and Prithviraj Sen -- Trio: a system for data, uncertainty, and lineage / Jennifer Widom -- MayBMS: a system for managing large probabilistic databases / Christoph Koch -- Uncertainty in data integration / Anish Das Sarma, Xin Dong and Alon Halevy -- Sketching aggregates over probabilistic streams / Erik Vee -- Probabilistic join queries in uncertain databases / Hans-Peter Kriegel [and others] -- Indexing uncertain data / Sunil Prabhakar, Rahul Shan and Sarvjeet Singh -- Querying uncertain spatiotemporal data / Yufei Tao -- Probabilistic XML / Edward Hung -- On clustering algorithms for uncertain data / Charu C. Aggarwal -- On applications of density transforms for uncertain data mining / Charu C. Aggarwal -- Frequent pattern mining algorithms with uncertain data / Charu C. Aggarwal [and others] -- Probabilistic querying and mining of biological images / Vebjorn Ljosa and Ambuj K. Singh |
Summary |
This collection of surveys presents the most recent models, algorithms and applications in mining uncertain data. Organized to make it more accessible to applications-driven practitioners, it includes case studies based on real-world examples |
Bibliography |
Includes bibliographical references and index |
Notes |
English |
Subject |
Uncertainty (Information theory)
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Data mining.
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Data Mining
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COMPUTERS -- Database Management -- Data Mining.
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Informatique.
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Data mining
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Uncertainty (Information theory)
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Data Mining
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Datenmodell
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Partielle Information
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Genre/Form |
Aufsatzsammlung.
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Form |
Electronic book
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Author |
Aggarwal, Charu C.
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ISBN |
9780387096902 |
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0387096906 |
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1441935177 |
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9781441935175 |
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