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Sinopsis
The first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics.
The growing interest in data mining is motivated by a common problem across disciplines: how does one store, access, model, and ultimately describe and understand very large data sets? Historically, different aspects of data mining have been addressed independently by different disciplines. This is the first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics.
The book consists of three sections. The first, foundations, provides a tutorial overview of the principles underlying data mining algorithms and their application. The presentation emphasizes intuition rather than rigor. The second section, data mining algorithms, shows how algorithms are constructed to solve specific problems in a principled manner. The algorithms covered include trees and rules for classification and regression, association rules, belief networks, classical statistical models, nonlinear models such as neural networks, and local "memory-based" models. The third section shows how all of the preceding analysis fits together when applied to real-world data mining problems. Topics include the role of metadata, how to handle missing data, and data preprocessing.
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Acerca del autor
David Hand is Professor of Statistics, Department of Mathematics, Imperial College, London.
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Principles of Data Mining
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Principles of Data Mining (Adaptive Computation and Machine Learning Series)
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Principles of Data Mining (Adaptive Computation and Machine Learning series)
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Principles of Data Mining (Adaptive Computation and Machine Learning series)
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Bradford Books, 2001
ISBN 10: 026208290X
ISBN 13: 9780262082907
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Principles of Data Mining
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The MIT Press, 2001
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ISBN 13: 9780262082907
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Principles of Data Mining
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MIT Press Ltd, 2001
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ISBN 13: 9780262082907
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Condición: Sehr gut. Zustand: Sehr gut | Seiten: 578 | Sprache: Englisch | Produktart: Sonstiges. Nº de ref. del artículo: 2402497/202
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Principles of Data Mining (Adaptive Computation and Machine Learning)
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A Bradford Book, 2001
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ISBN 13: 9780262082907
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Principles of Data Mining
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Bradford Book, 2001
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ISBN 13: 9780262082907
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Principles of Data Mining
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ISBN 10: 026208290X
ISBN 13: 9780262082907
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Hardcover. Condición: Very Good. No Jacket. May have limited writing in cover pages. Pages are unmarked. ~ ThriftBooks: Read More, Spend Less 2.74. Nº de ref. del artículo: G026208290XI4N00
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Principles of Data Mining
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Bradford Book, 2001
ISBN 10: 026208290X
ISBN 13: 9780262082907
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Librería: ThriftBooks-Dallas, Dallas, TX, Estados Unidos de America
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Hardcover. Condición: Good. No Jacket. Pages can have notes/highlighting. Spine may show signs of wear. ~ ThriftBooks: Read More, Spend Less 2.74. Nº de ref. del artículo: G026208290XI3N00
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