An Efficient Clustering Based High Utility Infrequent Weighted Item Set Mining Approach
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Research Paper | Computer Science & Engineering | India | Volume 4 Issue 11, November 2015

An Efficient Clustering Based High Utility Infrequent Weighted Item Set Mining Approach

Dr. N. Umadevi, A. Gokila Devi

The conventional data mining techniques are mainly focused on discovering the correlation between items that are more frequent in the transaction databases. In recent years, the research area has focused on infrequent itemset mining whose frequency of occurrence is less than or equal to a maximum threshold. Most of the existing system introduced to mine infrequent item set. These methods do not consider the utility of item set. The main objective of this work is to find out the infrequent weighted item set from weighted transactional database and group them according to the utility value. An efficient high utility based clustering algorithm is used to group the high utility infrequent weighted item set by using k-mean clustering algorithm. The utility of items is determined by taking into account factors such as profit deal, temporal characteristics of items. The utility of weighted items is greater than the minimum utility threshold which is known as high Utility based Infrequent Weighted Item set. These item sets are clustered by using k-mean clustering algorithm. The proposed method achieves high performance in terms of scalability, accuracy and precision.

Keywords: Association rule mining, support measure, utility function

Edition: Volume 4 Issue 11, November 2015

Pages: 1227 - 1231

Share this Article

How to Cite this Article?

Dr. N. Umadevi, A. Gokila Devi, "An Efficient Clustering Based High Utility Infrequent Weighted Item Set Mining Approach", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB159271, Volume 4 Issue 11, November 2015, 1227 - 1231

127 PDF Views | 100 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Association rule mining'

| Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1227 - 1231

An Efficient Clustering Based High Utility Infrequent Weighted Item Set Mining Approach

Dr. N. Umadevi, A. Gokila Devi

Share this Article

| Weekly Popularity: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 4, April 2016

Pages: 2334 - 2339

A Novel Way for Mining Frequent and Interesting Patterns using Genetic Algorithm

Reshu Tyagi, Muskaan Batra

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 2084 - 2088

Implementation of Efficient Privacy Preserving Data Analysis for Secure Data Transmission

Shital Gawahale, Rekha Jadhav

Share this Article

| Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 1395 - 1399

Improvement in Apriori Algorithm with New Parameters

Reeti Trikha, Jasmeet Singh

Share this Article

| Weekly Popularity: ⮙2

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2214 - 2216

Privacy-Preserving Mining of Association Rules in Cloud

Vishal Ravindra Redekar, Dr. K.N.Honwadkar

Share this Article

Similar Articles with Keyword 'support measure'

| Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1227 - 1231

An Efficient Clustering Based High Utility Infrequent Weighted Item Set Mining Approach

Dr. N. Umadevi, A. Gokila Devi

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 241 - 244

Mining Sequential Patterns from Probabilistic with Source Level Uncertainty

Venkata Sasidhar Puli

Share this Article

| Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 316 - 322

An Efficient Approaches to Weighted Recursive Pattern Mining Using Association Rules

T. Vijayakumar, S.Omprakash, T. Senthamarai

Share this Article

Similar Articles with Keyword 'utility function'

| Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1227 - 1231

An Efficient Clustering Based High Utility Infrequent Weighted Item Set Mining Approach

Dr. N. Umadevi, A. Gokila Devi

Share this Article

| Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 1658 - 1661

Delay Tolerant Networks for Intermittently Connected Mobile Networks

M. Srikanth, A. Obulesh

Share this Article

| Weekly Popularity: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2774 - 2779

Admission Control in Heterogeneous Network: Overview

Rajeshwari C. Choukimath, Vasudha V. Ayyannavar

Share this Article

| Weekly Popularity: ⮙1

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 1227 - 1230

Self Adaptive Contention Aware Routing Protocol for Intermittently Connected Mobile Networks

Iramma J. Godi, Santhosh Bandak

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016

Pages: 200 - 205

Reliable Resource Allocation for Energy Constrained Mobile Grid Systems

Dr. S. Thenmozhi, S. Kavithabharathi

Share this Article
Top