Artificial Neural Network Approach To Certain Classification Problems

Name: Artificial Neural Network Approach To Certain Classification Problems
Brand: LAP Lambert Academic Publishing
SKU: 9783659543135
Price: 47.52 EUR
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Autor: C. Kiruthika

Jazyk:

Väzba: Brožovaná

Vydavateľ: LAP Lambert Academic Publishing

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This book focuses on Artificial Neural Network (ANN) based statistical clustering technique to group...

Informácie o knihe

Autor

C. Kiruthika

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2014

Stránok

104

EAN

9783659543135

Enbook ID

02765559

Vydavateľ

LAP Lambert Academic Publishing

Hmotnosť

163

Rozmery

152 x 229 x 6

Kompletný popis

This book focuses on Artificial Neural Network (ANN) based statistical clustering technique to group the objects and improve the classification methodology. The self-organizing principle and the neighbourhood concept of ANN in Kohonen s Self-Organizing Map (SOM) are used develop a new statistical clustering technique. The proposed clustering algorithm uses statistical distance measure and the concept of neighbourhood of input vector. This algorithm is tested using some real and simulated data sets, and it has yielded better results. Textile data and finance data have used to illustrate real time applications of the proposed clustering technique. The cluster analysis can also be performed on the non-statistical data by introducing Euclidean distance measure or any such distance measure. Repeated discriminant analysis suggested in conjunction with the ANN based clustering method will be very useful for data satisfying statistical requirements.

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Artificial Neural Network Approach To Certain Classification Problems

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