03507nam 22006615 450 991048345930332120240613111708.03-030-69359-710.1007/978-3-030-69359-6(CKB)4100000011786676(MiAaPQ)EBC6511400(Au-PeEL)EBL6511400(OCoLC)1241448754(DE-He213)978-3-030-69359-6(PPN)254719538(EXLCZ)99410000001178667620210303d2021 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierReverse Clustering Formulation, Interpretation and Case Studies /by Jan W. Owsiński, Jarosław Stańczak, Karol Opara, Sławomir Zadrożny, Janusz Kacprzyk1st ed. 2021.Cham :Springer International Publishing :Imprint: Springer,2021.1 online resource (117 pages)Studies in Computational Intelligence,1860-9503 ;9573-030-69358-9 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.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.Studies in Computational Intelligence,1860-9503 ;957Computational intelligenceEngineering—Data processingArtificial intelligenceComputational IntelligenceData EngineeringArtificial IntelligenceTeoria de conjuntsthubInvestigació quantitativathubLlibres electrònicsthubComputational intelligence.Engineering—Data processing.Artificial intelligence.Computational Intelligence.Data Engineering.Artificial Intelligence.Teoria de conjuntsInvestigació quantitativa.513.83006.3Owsiński J. W(Jan W.),853107MiAaPQMiAaPQMiAaPQBOOK9910483459303321Reverse clustering1904987UNINA