Research Article

A Fast Modified Constructive Covering Algorithm for Multiclass Classification Problem in Data Mining

by  Vikas Shrivastava, Aruna Tiwari, Rajan Malhotra
journal cover
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 1 - Issue 22
Published: February 2010
Authors: Vikas Shrivastava, Aruna Tiwari, Rajan Malhotra
10.5120/443-676
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Vikas Shrivastava, Aruna Tiwari, Rajan Malhotra . A Fast Modified Constructive Covering Algorithm for Multiclass Classification Problem in Data Mining. International Journal of Computer Applications. 1, 22 (February 2010), 49-54. DOI=10.5120/443-676

                        @article{ 10.5120/443-676,
                        author  = { Vikas Shrivastava,Aruna Tiwari,Rajan Malhotra },
                        title   = { A Fast Modified Constructive Covering Algorithm for Multiclass Classification Problem in Data Mining },
                        journal = { International Journal of Computer Applications },
                        year    = { 2010 },
                        volume  = { 1 },
                        number  = { 22 },
                        pages   = { 49-54 },
                        doi     = { 10.5120/443-676 },
                        publisher = { Foundation of Computer Science (FCS), NY, USA }
                        }
                        %0 Journal Article
                        %D 2010
                        %A Vikas Shrivastava
                        %A Aruna Tiwari
                        %A Rajan Malhotra
                        %T A Fast Modified Constructive Covering Algorithm for Multiclass Classification Problem in Data Mining%T 
                        %J International Journal of Computer Applications
                        %V 1
                        %N 22
                        %P 49-54
                        %R 10.5120/443-676
                        %I Foundation of Computer Science (FCS), NY, USA
Abstract

In this paper we have implemented data mining on a given data set using a fast modified constructive covering algorithm (MCCA by Di Wang and Narendra. S. Chaudhari) based on the concept of binary multi-layer neural networks. Earlier MCCA technique is used in the purpose of two class problem but in this paper, we have implemented it for multi-class problem and including this we have also compare the performance of our system over preprocessed and non-preprocessed dataset using feature reduction techniques like PCA and Min-Max Normalization.

References
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Index Terms
Computer Science
Information Sciences
No index terms available.
Keywords

Multiclass Classification Problem Feature reduction techniques Neural network

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