Implementation and Evaluation of Rule Induction Algorithm with Association Rule Mining: A study in life insurance

Authors

  • Kapil Sharma Lovely Professional University
  • Sheveta Vashisht Lovely Professional University, Punjab
  • Heena Sharma L.L.R.I.E.T Moga(PTU), Punjab
  • Jasreena kaur Bains Lovely Professional University, Punjab
  • Richa Dhiman Lovely Professional University, Punjab

DOI:

https://doi.org/10.24297/ijct.v4i1c.3120

Keywords:

rule induction, association rule mining, decision list induction, Shannon entropy, data mining, confidence static

Abstract

Data Mining: extracting useful insights from large and detailed collections of data. With the increased possibilities in modern society for companies and institutions to gather data cheaply and efficiently, this subject has become of increasing importance. This interest has inspired a rapidly maturing research field with developments both on a theoretical, as well as on a practical level with the availability of a range of commercial tools.

In this research work we use rule induction in data mining to obtain the accurate results with fast processing time. We using decision list induction algorithm to make order and unordered list of rules to coverage of maximum data from the data set. Using induction rule via association rule mining we can generate number of rules for training dataset to achieve accurate result with less error rate. We also use induction rule algorithms like confidence static and Shannon entropy to obtain the high rate of accurate results from the large dataset. This can also improves the traditional algorithms with good result.

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Author Biographies

Kapil Sharma, Lovely Professional University

Computer Science & Engg., M.TECH

Sheveta Vashisht, Lovely Professional University, Punjab

Computer Science and Engineering  

Heena Sharma, L.L.R.I.E.T Moga(PTU), Punjab

Computer Science and Engineering

Jasreena kaur Bains, Lovely Professional University, Punjab

Computer Science and Engineering

Richa Dhiman, Lovely Professional University, Punjab

Computer Science and Engineering

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Published

2013-02-01

How to Cite

Sharma, K., Vashisht, S., Sharma, H., Bains, J. kaur, & Dhiman, R. (2013). Implementation and Evaluation of Rule Induction Algorithm with Association Rule Mining: A study in life insurance. INTERNATIONAL JOURNAL OF COMPUTERS &Amp; TECHNOLOGY, 4(1), 135–145. https://doi.org/10.24297/ijct.v4i1c.3120

Issue

Section

Research Articles