Clustering for Classification

Name: Clustering for Classification
Brand: VDM Verlag Dr. Mueller E.K.
SKU: 9783639031638
Price: 1149 CZK
Availability: InStock

Using Standard Clustering Methods to Summarise Datasets with Minimal Loss of Classification Accuracy

Autor: Reuben Evans

Jazyk:

Vazba: Brožovaná

Vydavatel: VDM Verlag Dr. Mueller E.K.

Dostupnost: Skladem u dodavatele

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Advances in technology have provided industry with an arrayof devices for collecting data. The frequ...

Informace o knize

Autor

Reuben Evans

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2008

Stránek

108

EAN

9783639031638

ISBN

3639031636

Enbook ID

06812870

Vydavatel

VDM Verlag Dr. Mueller E.K.

Hmotnost

154

Rozměry

152 x 229 x 6

Kompletní popis

Advances in technology have provided industry with an arrayof devices for collecting data. The frequency and scale of data collection means that there are now many large datasets being generated. To find patterns in these datasets it would be useful to be able to apply modern methods of classification such as support vector machines. Unfortunately these methods are computationally expensive, quadratic in the number of data points in fact, and socannot be applied directly. This book proposes a framework where by a variety of clustering methods can be used to summarise datasets, that is, reduce them to a smaller but still representative dataset so that these advanced methods can be applied. It compares the results of using this framework against using random selection on alarge number of classification and regression problems. Results show thatthe clustered datasets are on average fifty percent smaller than the original datasets without loss of classification accuracy which is significantly better than random selection. They also show that there is no free lunch, for each dataset it is important to choose a clustering method carefully.

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Clustering for Classification

Using Standard Clustering Methods to Summarise Datasets with Minimal Loss of Classification Accuracy

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také