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001434791 001__ 1434791
001434791 003__ OCoLC
001434791 005__ 20230309003819.0
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001434791 019__ $$a1241442611
001434791 020__ $$a9783030693596$$q(electronic bk.)
001434791 020__ $$a3030693597$$q(electronic bk.)
001434791 020__ $$z9783030693589$$q(print)
001434791 020__ $$z3030693589
001434791 0247_ $$a10.1007/978-3-030-69359-6$$2doi
001434791 035__ $$aSP(OCoLC)1241448754
001434791 040__ $$aEBLCP$$beng$$epn$$cEBLCP$$dGW5XE$$dYDX$$dOCLCO$$dEBLCP$$dOCLCF$$dUKAHL$$dOCLCO$$dOCLCQ$$dCOM$$dOCLCQ
001434791 049__ $$aISEA
001434791 050_4 $$aQA355
001434791 08204 $$a515$$223
001434791 1001_ $$aOwsiński, J. W.$$q(Jan W.)
001434791 24510 $$aReverse clustering :$$bformulation, interpretation and case studies /$$cJan W. Owsiński, Jarosław Stańczak, Karol Opara, Sławomir Zadrożny, Janusz Kacprzyk.
001434791 260__ $$aCham :$$bSpringer,$$c2021.
001434791 300__ $$a1 online resource (117 pages)
001434791 336__ $$atext$$btxt$$2rdacontent
001434791 337__ $$acomputer$$bc$$2rdamedia
001434791 338__ $$aonline resource$$bcr$$2rdacarrier
001434791 4901_ $$aStudies in Computational Intelligence ;$$vv. 957
001434791 504__ $$aIncludes bibliographical references.
001434791 5050_ $$aThe concept of reverse clustering -- Reverse clustering: the essence and the interpretations -- Case studies: an introduction -- The road traffic data -- The chemicals in the natural environment -- Administrative units, Part I -- Administrative units, Part II -- Academic examples -- Summary and conclusions.
001434791 506__ $$aAccess limited to authorized users.
001434791 520__ $$aThis book presents a new perspective on and a new approach to a wide spectrum of situations, related to data analysis, actually, a kind of a new paradigm. Namely, for a given data set and its partition, whose origins may be of any kind, the authors try to reconstruct this partition on the basis of the data set given, using very broadly conceived clustering procedure. The main advantages of this new paradigm concern the substantive aspects of the particular cases considered, mainly in view of the variety of interpretations, which can be assumed in the framework of the paradigm. Due to the novel problem formulation and the flexibility in the interpretations of this problem and its components, the domains, which are encompassed (or at least affected) by the potential use of the paradigm, include cluster analysis, classification, outlier detection, feature selection, and even factor analysis as well as geometry of the data set. The book is useful for all those who look for new, nonconventional approaches to their data analysis problems.
001434791 588__ $$aOnline resource; title from PDF title page (SpringerLink, viewed March 29, 2021).
001434791 650_0 $$aCluster set theory.
001434791 650_0 $$aQuantitative research.
001434791 650_6 $$aThéorie des ensembles amas.
001434791 650_6 $$aRecherche quantitative.
001434791 655_0 $$aElectronic books.
001434791 7001_ $$aStańczak, Jarosław.
001434791 7001_ $$aOpara, Karol.
001434791 7001_ $$aZadrożny, Sławomir.
001434791 7001_ $$aKacprzyk, Janusz.
001434791 77608 $$iPrint version:$$aOwsiński, Jan W.$$tReverse Clustering : Formulation, Interpretation and Case Studies$$dCham : Springer International Publishing AG,c2021$$z9783030693589
001434791 830_0 $$aStudies in computational intelligence ;$$vv. 957.
001434791 852__ $$bebk
001434791 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-030-69359-6$$zOnline Access$$91397441.1
001434791 909CO $$ooai:library.usi.edu:1434791$$pGLOBAL_SET
001434791 980__ $$aBIB
001434791 980__ $$aEBOOK
001434791 982__ $$aEbook
001434791 983__ $$aOnline
001434791 994__ $$a92$$bISE