Del 1 i serien Behaviormetrics: Quantitative Approaches to Human Behavior

Introduction to Clustering with R

Inbunden, Engelska, 2020

AvPaolo Giordani,Maria Brigida Ferraro,Francesca Martella

2 369 kr

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The purpose of this book is to thoroughly prepare the reader for applied research in clustering. This book provides an accessible and comprehensive introduction to clustering and offers practical guidelines for applying clustering tools by carefully chosen real-life datasets and extensive data analyses.

Produktinformation

Utgivningsdatum2020-08-28
Mått155 x 235 x 25 mm
Vikt705 g
FormatInbunden
SpråkEngelska
SerieBehaviormetrics: Quantitative Approaches to Human Behavior
Antal sidor340
Upplaga20001
FörlagSpringer Verlag, Singapore
ISBN9789811305528

Tillhör följande kategorier

Section: Introduction.- 1.1Introduction to clustering.- 1.2R software.- 2.Section: Standard algorithms.- 2.1Introduction.- 2.2Distances and dissimilarities.- 2.3Hierarchical methods.- 2.4Non-hierarchical methods.- 2.5Cluster validity.- 3.Section: Fuzzy algorithms.- 3.1Introduction.- 3.2Fuzzy K-means.- 3.3Fuzzy K-medoids.- 3.4Other fuzzy variants.- 3.5Cluster validity.- 4.Section: Model-based algorithms.- 4.1Introduction.- 4.2 Mixture of Gaussian distributions.- 4.3Mixture of non-Gaussian distributions.- 4.4 Parsimonious mixture models.

“This book is written for anybody who would like to start clustering using R … and considers both practical and theoretical aspects. … this is an in-depth introduction to clustering analysis considering both the theory and applications in R, with various examples in different fields. … More than just an introduction, this would be a very good companion book for researchers to help them understand clustering with R, and to compare the various methods and their applications.” (Sébastien Bailly, ISCB News, iscb.info, Issue 71, June, 2021)