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ID3 Modification and Implementation in Data Mining

by Hemlata Chahal
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 80 - Number 7
Year of Publication: 2013
Authors: Hemlata Chahal
10.5120/13873-1742

Hemlata Chahal . ID3 Modification and Implementation in Data Mining. International Journal of Computer Applications. 80, 7 ( October 2013), 16-23. DOI=10.5120/13873-1742

@article{ 10.5120/13873-1742,
author = { Hemlata Chahal },
title = { ID3 Modification and Implementation in Data Mining },
journal = { International Journal of Computer Applications },
issue_date = { October 2013 },
volume = { 80 },
number = { 7 },
month = { October },
year = { 2013 },
issn = { 0975-8887 },
pages = { 16-23 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume80/number7/13873-1742/ },
doi = { 10.5120/13873-1742 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T21:53:54.434633+05:30
%A Hemlata Chahal
%T ID3 Modification and Implementation in Data Mining
%J International Journal of Computer Applications
%@ 0975-8887
%V 80
%N 7
%P 16-23
%D 2013
%I Foundation of Computer Science (FCS), NY, USA
Abstract

In this paper, ID3 algorithm of decision trees is modified due to some shortcomings. The algorithm is implemented to create a decision tree for bank loan seekers. ID3 algorithm is an existing algorithm which is modified because the dataset cannot be implemented in the existing conditions. Some changes are done in order to remove the shortcomings of the algorithm. Now the modified version is implemented in the dataset taken. With the help of the modified algorithm a decision tree is created which is helpful to the bankers to predict the credit risk of the loan seekers from the bank.

References
  1. Kurt Thearling, "An Introduction to Data Mining", a paper published in "Data Mining-Vol-1", ICFAI
  2. .
  3. http://www. bandmservices. com/DecisionTrees/Decision_trees. htm
  4. Quinlan, J. R.
  5. , Introduction of decision trees, "Machine Learning".
  6. H. Hamilton. E. Gurak, L. Findlater W. Olive, "Overview of Decision Trees" as published on the website http://www. cs. uregina. cd/~dbd/cs831/notes/ml/dtrees/4_dtrees1. html
  7. http://en. wikipedia. org/wiki. ID3_algorithm#algorithm
  8. Nagabhushana, S. ,
  9. "Data Warehousing-OLAP and Data Mining", New Age International Publishers.
  10. Chaudhari, S. , and Dayal, U.
  11. "An Overview of Data Warehousing and OLAP Technology",SIGMOD Record, Vol. 26, No. 1, March 1997.
  12. Breiman,L. , Friedman,J. H. , Olsen,R. A. , and Stone,C. J. (1984) "Classification and Regression Trees",Belmont,C. A. : Wadsworth Statistical Press.
Index Terms

Computer Science
Information Sciences

Keywords

Decision Tree Iterative Dichotomiser 3 algorithm Entropy Information Gain

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