Observational Calculi and Association Rules: 469 - Rilegato

Rauch, Jan

 
9783642117367: Observational Calculi and Association Rules: 469
Rilegato
ISBN 10: 3642117368 ISBN 13: 9783642117367
Casa editrice: Springer-Nature New York Inc, 2012

Sinossi

Observational calculi were introduced in the 1960’s as a tool of logic of discovery. Formulas of observational calculi correspond to assertions on analysed data. Truthfulness of suitable assertions can lead to acceptance of new scientific hypotheses. The general goal was to automate the process of discovery of scientific knowledge using mathematical logic and statistics. The GUHA method for producing true formulas of observational calculi relevant to the given problem of scientific discovery was developed. Theoretically interesting and practically important results on observational calculi were achieved. Special attention was paid to formulas - couples of Boolean attributes derived from columns of the analysed data matrix. Association rules introduced in the 1990’s can be seen as a special case of such formulas. New results on logical calculi and association rules were achieved. They can be seen as a logic of association rules. This can contribute to solving contemporary challenging problems of data mining research and practice. The book covers thoroughly the logic of association rules and puts it into the context of current research in data mining. Examples of applications of theoretical results to real problems are presented. New open problems and challenges are listed. Overall, the book is a valuable source of information for researchers as well as for teachers and students interested in data mining.

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Contenuti

Part I Logical Calculi of Association Rules.-

Part II Classes of Association Rules.-

Part III Results on Classes of Association Rules.-

Part IV Applications and Research Challenges.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Springer-Nature New York Inc
Data di pubblicazione
2012
Lingua
Inglese
ISBN 10 
3642117368
ISBN 13 
9783642117367
Rilegatura
Copertina rigida
Numero di pagine
296
Contatto del produttore
Springer Nature Customer Service Center GmbH
ProductSafety@springernature.com

Europaplatz 3,69115 Heidelberg, Germany
Heidelberg
69115
Germania

Altre edizioni note dello stesso titolo

9783642445330: Observational Calculi and Association Rules: 469

Edizione in evidenza

ISBN 10:  3642445330 ISBN 13:  9783642445330
Casa editrice: Springer, 2015
Brossura