Reverse clustering : formulation, interpretation and case studies / Jan W. Owsiński, Jarosław Stańczak, Karol Opara, Sławomir Zadrożny, Janusz Kacprzyk.
2021
QA355
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Details
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
3030693597 (electronic bk.)
9783030693589 (print)
3030693589
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.
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Access limited to authorized users.
Source of Description
Online resource; title from PDF title page (SpringerLink, viewed March 29, 2021).
Series
Studies in computational intelligence ; v. 957.
Available in Other Form
Reverse Clustering : Formulation, Interpretation and Case Studies
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Table of Contents
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.
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.