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    Observational Calculi and Association Rules (Studies in Computational Intelligence) (Hardback) By (author) Jan Rauch

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    DescriptionObservational 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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    Title
    Observational Calculi and Association Rules
    Authors and contributors
    By (author) Jan Rauch
    Physical properties
    Format: Hardback
    Number of pages: 318
    Width: 160 mm
    Height: 240 mm
    Thickness: 22 mm
    Weight: 621 g
    Language
    English
    ISBN
    ISBN 13: 9783642117367
    ISBN 10: 3642117368
    Classifications

    BIC E4L: COM
    Nielsen BookScan Product Class 3: S10.2
    B&T Book Type: NF
    BIC subject category V2: UYQ
    LC subject heading:
    B&T Merchandise Category: SCI
    DC22: 006.312
    B&T Modifier: Region of Publication: 04
    B&T Modifier: Academic Level: 02
    Ingram Subject Code: TE
    LC classification: Q
    B&T General Subject: 229
    B&T Modifier: Text Format: 01
    LC subject heading:
    BISAC V2.8: TEC009000
    Warengruppen-Systematik des deutschen Buchhandels: 16820
    Abridged Dewey: 006
    BISAC V2.8: COM004000
    BIC subject category V2: UNF
    Libri: INTE5054, KIAA5000, KUEN5600, P0041777
    DC23: 006.312
    LC classification: TJ210.2-211.495, Q334-342, TA1-2040, Q342
    Thema V1.0: UYQ, UNF
    Edition statement
    2013
    Illustrations note
    67 black & white illustrations, biography
    Publisher
    Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
    Imprint name
    Springer-Verlag Berlin and Heidelberg GmbH & Co. K
    Publication date
    01 April 2013
    Publication City/Country
    Berlin
    Table of contents
    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.