Mining Data Envelopment Analysis using Clustering Approach

Name: Mining Data Envelopment Analysis using Clustering Approach
Brand: VDM Verlag Dr. Müller
SKU: 9783639193725
Price: 1407 CZK
Availability: InStock

for Heterogeneous Decision Making Units

Autor: Hassan Najadat

Jazyk:

Vazba: Brožovaná

Vydavatel: VDM Verlag Dr. Müller

Dostupnost: U nakladatele na objednávku

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This book integrates two important fields of information technology, data mining and data envelopmen...

Informace o knize

Autor

Hassan Najadat

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2009

Stránek

132

EAN

9783639193725

Enbook ID

06827462

Vydavatel

VDM Verlag Dr. Müller

Hmotnost

192

Rozměry

150 x 220 x 7

Kompletní popis

This book integrates two important fields of information technology, data mining and data envelopment analysis (DEA), to provide a new tool for measuring the performance of decision making units (DMU). Many investigations have dealt with the DEA models, but few have focused on heterogeneous DMUs, outlier detection, and scalability over large data sets. In this book, a comprehensive model is presented. A constraint based clustering method is introduced for early detection of outliers to evaluate the performance scores of non homogeneous DMUs. The book includes the different preprocessing stages used in applying different approaches of data mining. Along with the theory, an extensive analysis in assessing the transportation system funding for school districts in the state of North Dakota is provided. This book is originally a Ph.D. dissertation at NDSU,Fargo, ND, USA.

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Mining Data Envelopment Analysis using Clustering Approach

for Heterogeneous Decision Making Units

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