Reverse clustering : formulation, interpretation and case studies / Jan W. Owsiński, Jarosław Stańczak, Karol Opara, Sławomir Zadrożny, Janusz Kacprzyk.
Owsiński, J. W. (Jan W.); Stańczak, Jarosław.; Opara, Karol.; Zadrożny, Sławomir.; Kacprzyk, Janusz.
2021
QA355
Available Online

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Title Reverse clustering : formulation, interpretation and case studies / Jan W. Owsiński, Jarosław Stańczak, Karol Opara, Sławomir Zadrożny, Janusz Kacprzyk.
Author Owsiński, J. W. (Jan W.)
ISBN 9783030693596 (electronic bk.)
3030693597 (electronic bk.)
9783030693589 (print)
3030693589
DOI https://doi.org/10.1007/978-3-030-69359-6
Publication Details Cham : Springer, 2021.
Language English
Description 1 online resource (117 pages)
Item Number 10.1007/978-3-030-69359-6 doi
Call Number QA355
Dewey Decimal Classification 515
Summary This book presents a new perspective on and a new approach to a wide spectrum of situations, related to data analysis, actually, a kind of a new paradigm. Namely, for a given data set and its partition, whose origins may be of any kind, the authors try to reconstruct this partition on the basis of the data set given, using very broadly conceived clustering procedure. The main advantages of this new paradigm concern the substantive aspects of the particular cases considered, mainly in view of the variety of interpretations, which can be assumed in the framework of the paradigm. Due to the novel problem formulation and the flexibility in the interpretations of this problem and its components, the domains, which are encompassed (or at least affected) by the potential use of the paradigm, include cluster analysis, classification, outlier detection, feature selection, and even factor analysis as well as geometry of the data set. The book is useful for all those who look for new, nonconventional approaches to their data analysis problems.
Bibliography, etc. Note Includes bibliographical references.
Access Note Access limited to authorized users.
Source of Description Online resource; title from PDF title page (SpringerLink, viewed March 29, 2021).
Added Author Stańczak, Jarosław.
Opara, Karol.
Zadrożny, Sławomir.
Kacprzyk, Janusz.
Series Studies in computational intelligence ; v. 957.
Available in Other Form Reverse Clustering : Formulation, Interpretation and Case Studies
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Record Appears in Online Resources > Ebooks
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The concept of reverse clustering
Reverse clustering: the essence and the interpretations
Case studies: an introduction
The road traffic data
The chemicals in the natural environment
Administrative units, Part I
Administrative units, Part II
Academic examples
Summary and conclusions.

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