A Novel Way for Mining Frequent and Interesting Patterns using Genetic Algorithm
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064



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

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

Reshu Tyagi, Muskaan Batra

Over the years, the process of finding interesting association rules has become a keystone in adept decision making. Among various data mining techniques, Association Rule Mining is mostly used for finding interesting associations among different products in a transactional database. However, mining association rules wind up in finding plethora of rules and hence finding the most ?interesting? and ?optimal? rule becomes a irksome task using generally used Apriori algorithm. However Apriori Algorithm uses Conjunctive nature of association rules, and single minimum support threshold to reveal the interesting rules. But only these factors don't seem sufficient to unearth the interesting association rules efficaciously. Hence, in this paper we have introduced a entire distinct approach for finding much optimized association rules using numerous and varied quality factors like support, confidence, comprehensibility and interestingness. The demonstration performed on copious datasets shows the much improved performance than Apriori algorithm.

Keywords: Data Mining, Association Rule, Genetic Algorithm, Support, Comprehensibility, Apriori Algorithm

Edition: Volume 5 Issue 4, April 2016

Pages: 2334 - 2339

Share this Article

How to Cite this Article?

Reshu Tyagi, Muskaan Batra, "A Novel Way for Mining Frequent and Interesting Patterns using Genetic Algorithm", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=NOV163131, Volume 5 Issue 4, April 2016, 2334 - 2339

42 PDF Views | 36 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Data Mining'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 473 - 475

Data Mining for Sales Prediction in the Tourism Industry

Pratiksha Jain, N. Partheeban, Rajkumar R.

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 1102 - 1105

Subgroup Discovery a Data Mining Technique: Immense Survey

Deepali Nidhan Gunjate, B. R. Kanawade

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 11, November 2016

Pages: 1304 - 1307

A Survey Paper on Mining Keywords Using Text Summarization Extraction System for Summary Generation over Multiple Documents

Parmar Paresh B., Ketan Patel

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 187 - 189

Survey of Adaptive Novel Class Detection and Classification of Feature-Evolving Data Streams

Punam D. Dhande, Dr. A. M. Dixit

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1164 - 1168

Predicting Cancer by Analyzing Gene Using Data Mining Techniques

Shahida M

Share this Article

Similar Articles with Keyword 'Association Rule'

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 621 - 623

A Survey: By Using Frequent Pattern Growth Infrequent Weighted Itemset Mining

Vaidya Seema Bhagwan, A. B. Bagwan

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 2015 - 2017

Frequent Pattern Growth to Mine Infrequent Weighted Item-Set

Vaidya Seema Bhagwan

Share this Article

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

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 1498 - 1500

Building Fuzzy Associative Classifier Using Fuzzy Values

P. Kayal, S. Kannan

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 1676 - 1680

A Survey on Big Data Mining Algorithms

S. Sivasankar, T. Prabhakaran

Share this Article

Similar Articles with Keyword 'Genetic Algorithm'

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 11, November 2017

Pages: 338 - 384

Managing Uncertainty in Supply Chain Operating Cost Using Genetic Algorithm

Dr. Niju P. Joseph, Dr. Priyanka Surendran

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1641 - 1646

Discrete Z Transformation based Copyright Protection on Digital Image Using Genetic Algorithm

Prashant C. Harne, Rajesh K. Nigam

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 1362 - 1367

A Novel Method to Solve Travelling Salesman Problem Using Sequential Constructive Crossover Using Map/Reduce Framework

Anitha Rao, Sandeep Kumar Hegde

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 1419 - 1422

Design and Implementation of Dead Nodes Recovery Algorithm to Improve the Life Time of a Wireless Sensor Network

Sharanapriya J, Rekha Patil

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 681 - 686

An Evolving Approach on Efficient Web Crawler using Fuzzy Genetic Algorithm

P. Jaganathan, T. Karthikeyan

Share this Article

Similar Articles with Keyword 'Support'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1751 - 1754

Joining Delay; Packet Delivery and Limitations of EGMP

G. Anandhi, Dr. S. K. Srivatsa

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 9, September 2020

Pages: 759 - 761

Empirical Study of Fake Reviews Detection of Online Reviews from E-Commerce Website

Phani K. Cheruku, Atul Kumar

Share this Article

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

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1472 - 1476

Performance Analysis of Diabetes Prediction by using different Machine Learning Algorithms

Aakash Singh

Share this Article

Similar Articles with Keyword 'Comprehensibility'

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

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 2, February 2016

Pages: 948 - 952

Survey on Methodologies and Techniques Involved in Feature Selection

Pallavi Malji, Dr. Sachin Sakhare

Share this Article

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

Pages: 2188 - 2193

Generalized and Identify the Best Association Rules using Genetic Algorithm

Arvind Jaiswal

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 4, April 2014

Pages: 438 - 439

Survey on Hybrid Approach for Feature Selection

Aparna Choudhary, Jai Kumar Saraswat

Share this Article

Similar Articles with Keyword 'Apriori Algorithm'

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 1, January 2015

Pages: 1990 - 1992

Techniques of OLAP and Association Rule Mining

Gunwanti R. Bawane, Prarthana Deshkar

Share this Article

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

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

Pages: 2791 - 2796

Design and Implementation of Association Rules Based System for Evaluating WSD

Samit Kumar, Dr. S. Niranjan

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2832 - 2834

Hiding Sensitive Association Rules Using EMDSRRC

Marate Shashank S., Manjusha Yeola

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 2296 - 2301

Performing Data Mining in (SRMS) Through Vertical Approach with Association Rules

Ambarish S. Durani, Vinay Kapse

Share this Article
Top