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Rough Set and Statistical Approach to Knowledge Discovery

Name: Rough Set and Statistical Approach to Knowledge Discovery
Brand: VDM Verlag
SKU: 06841252
Price: 79.95 EUR
Availability: InStock
Author: Asit Kumar Das
ISBN: 9783639347661

Dimension Reduction, Clustering and Classification Techniques

Asit Kumar Das

Jaya Sil

Jazyk

Angličtina

Kniha Brožovaná

Libristo kód: 06841252

Nakladateľstvo VDM Verlag, apríl 2011

Large amount of data have been collected routinely in the course of day-to-day work in different fie... Celý popis

Libristo kód: 06841252

193 b

79.95 €

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Large amount of data have been collected routinely in the course of day-to-day work in different fields. Typically, the datasets constantly grow accumulating a large number of features, which are not equally important in decision-making. Rough set theory (RST)recently becomes very popular in dimensionality reduction and feature selection of large datasets. The RST approach to feature selection is used to determine a subset of features (or attributes) called reduct which can predict the decision concepts. In reality, there are multiple reducts in a given information system used for developing classifiers, amongst which the best performer is chosen as the final solution to the problem. Selecting a reduct with good performance is time expensive, as there might be many reducts of a given dataset. Therefore, obtaining a best performer classifier is not practical rather ensemble of different classifiers may lead to better classification accuracy. However, combining large number of classifiers increases complexity of the system. The work trades off between these two approaches and creates an efficient ensemble classifier.