UGC Approved Journal no 63975

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 5 Issue 7
July-2018
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR1807946


Registration ID:
185701

Page Number

336-342

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Title

Impact of Bayesian Decision Theoretic Rough Set-based Attribute Reduction on CART

Abstract

The classical Decision Tree algorithms have been around for decades and Classification and Regression Tree (CART) is a most powerful technique among these, especially for classification and predictive analysis. But, the accuracy of CART degrades while dealing with high dimensional large data sets. Bayesian Decision Theoretic Rough Set (BDTRS) is a sophisticated rough set based method for attribute reduction. This paper represents the impact of BDTRS-based attribute reduction on CART. This paper also studies CART based on Pawlak rough set model. Experimental result, on R environment, using three different data sets shows that the BDTRS-based CART constructs improved decision tree for better classification efficiency.

Key Words

CART, BDTRS, Pawlak rough set, Attribute Reduction, R

Cite This Article

"Impact of Bayesian Decision Theoretic Rough Set-based Attribute Reduction on CART", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.5, Issue 7, page no.336-342, July-2018, Available :http://www.jetir.org/papers/JETIR1807946.pdf

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2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Impact of Bayesian Decision Theoretic Rough Set-based Attribute Reduction on CART", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 7, page no. pp336-342, July-2018, Available at : http://www.jetir.org/papers/JETIR1807946.pdf

Publication Details

Published Paper ID: JETIR1807946
Registration ID: 185701
Published In: Volume 5 | Issue 7 | Year July-2018
DOI (Digital Object Identifier): http://doi.one/10.1729/IJCRT.18099
Page No: 336-342
Country: Tripura west, Tripura, India .
Area: Applied Mathematics
ISSN Number: 2349-5162


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