Książka Mining Data Envelopment Analysis using Clustering Approach Hassan Najadat

Mining Data Envelopment Analysis using Clustering Approach

for Heterogeneous Decision Making Units

Język: Angielski
Oprawa: Miękka
Dostępność: Na zamówienie
Wysyłamy za 17-27 dni
246.60
This book integrates two important fields of information technology, data mining and data envelopmen...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2009
strony
132
EAN
9783639193725
Enbook ID
06827462
Waga
192
Wymiary
150 x 220 x 7

Pełny opis

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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