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Data Mining and Knowledge Discovery Via Logic-Based Methods: Theory, Algorithms, and Applications - Couverture rigide
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There are many approaches to data mining and knowledge discovery (DM&KD), including neural networks, closest neighbor methods, and various statistical methods. This monograph, however, focuses on the development and use of a novel approach, based on mathematical logic, that the author and his research associates have worked on over the last 20 years. The methods presented in the book deal with key DM&KD issues in an intuitive manner and in a natural sequence. Compared to other DM&KD methods, those based on mathematical logic offer a direct and often intuitive approach for extracting easily interpretable patterns from databases. The book discusses the theoretical foundations of the methods described, and it also presents a wide collection of examples, many of which come from real-life applications. Almost all theoretical developments are accompanied by extensive empirical analysis which often involved the solution of a very large number of simulated test problems.
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- ÉditeurSpringer-Verlag New York Inc.
- Date d'édition2010
- ISBN 10 1441916296
- ISBN 13 9781441916297
- ReliureRelié
- Langueanglais
- Nombre de pages350
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Data Mining and Knowledge Discovery via Logic-Based Methods: Theory, Algorithms, and Applications (Springer Optimization and Its Applications, 43)
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Springer, 2010
ISBN 10 : 1441916296
ISBN 13 : 9781441916297
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Etat : Good. Your purchase helps support Sri Lankan Children's Charity 'The Rainbow Centre'. Ex-library, so some stamps and wear, but in good overall condition. Our donations to The Rainbow Centre have helped provide an education and a safe haven to hundreds of children who live in appalling conditions. N° de réf. du vendeur Z1-T-031-00905
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Data Mining and Knowledge Discovery via Logic-Based Methods: Theory, Algorithms, and Applications (Springer Optimization and Its Applications, 43)
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Data Mining and Knowledge Discovery via Logic-Based Methods
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Springer US Jun 2010, 2010
ISBN 10 : 1441916296
ISBN 13 : 9781441916297
Neuf
Couverture rigide
Vendeur : BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Allemagne
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Buch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -The importance of having ef cient and effective methods for data mining and kn- ledge discovery (DM&KD), to which the present book is devoted, grows every day and numerous such methods have been developed in recent decades. There exists a great variety of different settings for the main problem studied by data mining and knowledge discovery, and it seems that a very popular one is formulated in terms of binary attributes. In this setting, states of nature of the application area under consideration are described by Boolean vectors de ned on some attributes. That is, by data points de ned in the Boolean space of the attributes. It is postulated that there exists a partition of this space into two classes, which should be inferred as patterns on the attributes when only several data points are known, the so-called positive and negative training examples. The main problem in DM&KD is de ned as nding rules for recognizing (cl- sifying) new data points of unknown class, i. e. , deciding which of them are positive and which are negative. In other words, to infer the binary value of one more attribute, called the goal or class attribute. To solve this problem, some methods have been suggested which construct a Boolean function separating the two given sets of positive and negative training data points. 388 pp. Englisch. N° de réf. du vendeur 9781441916297
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Data Mining and Knowledge Discovery via Logic-Based Methods: Theory, Algorithms, and Applications (Springer Optimization and Its Applications, 43)
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Data Mining and Knowledge Discovery via Logic-Based Methods
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Gebunden. Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Using a novel method, the monograph studies a series of interconnected key data mining and knowledge discovery problemsProvides a unique perspective into the essence of some fundamental Data Mining issues, many of which come from important real li. N° de réf. du vendeur 4172331
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Data Mining and Knowledge Discovery via Logic-Based Methods : Theory, Algorithms, and Applications
Edité par
Springer US, Springer US, 2010
ISBN 10 : 1441916296
ISBN 13 : 9781441916297
Neuf
Couverture rigide
Vendeur : AHA-BUCH GmbH, Einbeck, Allemagne
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Buch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - The importance of having ef cient and effective methods for data mining and kn- ledge discovery (DM&KD), to which the present book is devoted, grows every day and numerous such methods have been developed in recent decades. There exists a great variety of different settings for the main problem studied by data mining and knowledge discovery, and it seems that a very popular one is formulated in terms of binary attributes. In this setting, states of nature of the application area under consideration are described by Boolean vectors de ned on some attributes. That is, by data points de ned in the Boolean space of the attributes. It is postulated that there exists a partition of this space into two classes, which should be inferred as patterns on the attributes when only several data points are known, the so-called positive and negative training examples. The main problem in DM&KD is de ned as nding rules for recognizing (cl- sifying) new data points of unknown class, i. e. , deciding which of them are positive and which are negative. In other words, to infer the binary value of one more attribute, called the goal or class attribute. To solve this problem, some methods have been suggested which construct a Boolean function separating the two given sets of positive and negative training data points. N° de réf. du vendeur 9781441916297
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Data Mining And Knowledge Discovery Via Logic-Based Methods: Theory, Algorithms, And Applications
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Springer, Berlin, 2010
ISBN 10 : 1441916296
ISBN 13 : 9781441916297
Neuf
Couverture rigide
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Hardcover. Etat : Brand New. 350 pages. 9.25x6.25x1.00 inches. In Stock. N° de réf. du vendeur x-1441916296
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Data Mining and Knowledge Discovery via Logic-Based Methods: Theory, Algorithms, and Applications (Springer Optimization and Its Applications, 43)
Edité par
Springer, 2010
ISBN 10 : 1441916296
ISBN 13 : 9781441916297
Ancien ou d'occasion
Couverture rigide
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