Reverse clustering : formulation, interpretation and case studies

Titel: Reverse clustering formulation, interpretation and case studies
verantwortlich: Owsiński, Jan W. (VerfasserIn); Stańczak, Jarosław (VerfasserIn); Opara, Karol (VerfasserIn); Zadrożny, Sławomir (VerfasserIn); Kacprzyk, Janusz (VerfasserIn)
Schriftenreihe: Studies in computational intelligence ; volume 957
veröffentlicht: Cham: Springer, [2021]
© 2021
Erscheinungsjahr: 2021
Teil von: Studies in computational intelligence ; volume 957
Andere Ausgaben: Reverse clustering: formulation, interpretation and case studies
Mehr ...
Medientyp: E-Book
Datenquelle: K10plus Verbundkatalog
Tags: Tag hinzufügen

Zugang

Weitere Informationen sehen Sie, wenn Sie angemeldet sind. Noch keinen Account? Jetzt registrieren.

Zusammenfassung

Intro -- Preface -- Introduction -- Contents -- List of Figures -- List of Tables -- 1 The Concept of Reverse Clustering -- 1.1 The Concept -- 1.2 The Notation -- 1.3 The Elements of Vector Z: The Dimensions of the Search Space -- 1.4 The Criterion: Maximising the Similarity Between Partitions PA and PB -- 1.5 The Search Procedure -- References -- 2 Reverse Clustering-The Essence and The Interpretations -- 2.1 The Background and the Broad Context -- 2.2 Some More Specific Related Work -- 2.3 The Interpretations -- References -- 3 Case Studies: An Introduction -- 3.1 A Short Characterisation of the Cases Studied -- 3.2 The Interpretations of the Cases Treated -- References -- 4 The Road Traffic Data -- 4.1 The Setting -- 4.2 The Experiments -- 4.3 Conclusions -- References -- 5 The Chemicals in the Natural Environment -- 5.1 The Data and the Background -- 5.2 The Procedure: Determining the Partition PA -- 5.3 The Procedure: Reverse Clustering -- 5.4 Discussion and Conclusions -- References -- 6 Administrative Units, Part I -- 6.1 The Background: Polish Administrative Division and the Province of Masovia -- 6.2 The Data -- 6.3 The Analysis Regarding the Administrative Categorization of Municipalities -- 6.4 A Verification -- 6.5 The Analysis Regarding the Functional Categorization of Municipalities -- 6.6 Conclusions and Discussion -- References -- 7 Administrative Units, Part II -- 7.1 The Background -- 7.2 The Computational Experiments -- 7.3 Discussion and Conclusions -- References -- 8 Academic Examples -- 8.1 Introduction -- 8.2 Fisher's Iris Data -- 8.3 Artificial Data Sets -- 8.4 Conclusions -- References -- 9 Summary and Conclusions -- 9.1 Interpretation and Use of Results -- 9.2 Some Final Observations -- Reference.

Umfang

1 Online-Ressource (xvii, 101 Seiten)

Sprache

Englisch

Schlagworte