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Finding Optimized Frequent Pattern using Genetic Algorithm

Karuna Nidhi Pandagre1 , S.Veenadhari 2

Section:Research Paper, Product Type: Journal Paper
Volume-7 , Issue-1 , Page no. 843-850, Jan-2019

CrossRef-DOI:   https://doi.org/10.26438/ijcse/v7i1.843850

Online published on Jan 31, 2019

Copyright © Karuna Nidhi Pandagre, S.Veenadhari . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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IEEE Style Citation: Karuna Nidhi Pandagre, S.Veenadhari, “Finding Optimized Frequent Pattern using Genetic Algorithm,” International Journal of Computer Sciences and Engineering, Vol.7, Issue.1, pp.843-850, 2019.

MLA Style Citation: Karuna Nidhi Pandagre, S.Veenadhari "Finding Optimized Frequent Pattern using Genetic Algorithm." International Journal of Computer Sciences and Engineering 7.1 (2019): 843-850.

APA Style Citation: Karuna Nidhi Pandagre, S.Veenadhari, (2019). Finding Optimized Frequent Pattern using Genetic Algorithm. International Journal of Computer Sciences and Engineering, 7(1), 843-850.

BibTex Style Citation:
@article{Pandagre_2019,
author = {Karuna Nidhi Pandagre, S.Veenadhari},
title = {Finding Optimized Frequent Pattern using Genetic Algorithm},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {1 2019},
volume = {7},
Issue = {1},
month = {1},
year = {2019},
issn = {2347-2693},
pages = {843-850},
url = {https://www.ijcseonline.org/full_paper_view.php?paper_id=3595},
doi = {https://doi.org/10.26438/ijcse/v7i1.843850}
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
DO = {https://doi.org/10.26438/ijcse/v7i1.843850}
UR - https://www.ijcseonline.org/full_paper_view.php?paper_id=3595
TI - Finding Optimized Frequent Pattern using Genetic Algorithm
T2 - International Journal of Computer Sciences and Engineering
AU - Karuna Nidhi Pandagre, S.Veenadhari
PY - 2019
DA - 2019/01/31
PB - IJCSE, Indore, INDIA
SP - 843-850
IS - 1
VL - 7
SN - 2347-2693
ER -

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Abstract

Data mining plays an important role for framing association rules between the huge sets of gathered data. Association between sets of items or entities in transaction, relational database and other data warehouse as well as their frequent patterns can be discovered by using association rules. However, the limitations in using association rules are that it takes too much time to figure out all the frequent itemsets. It is therefore, weblog mining techniques with Genetic Algorithms (GA) are used to find information patterns from the web data with much lesser time in comparison to association rules. By the using GA the outcome of association rule mining and behaviour analysis is improved.GA are powerful and extensively related to stochastic search and optimization technique created on the model of universal selection and evaluation. The aim of this paper is to observe all the frequent itemsets, patterns and produce the association rules from the huge datasets by use of proposed evolutionary algorithm.

Key-Words / Index Term

Frequent Patterns, Databases, Behaviour Analysis, Patterns, Genetic

References

[1]. Devyani Ojha, Pragya Pandey in IJCA, Optimizing Association Rule Using GeneticAlgorithm And Data Sampling Approach, in IJCA , January 2018 ,Volume 179 – No.11 (0975 – 8887).
[2]. Vivek Badhe, R.S. Thakur, G.S. Thakur, “A Model for Profit Pattern Mining Based on Geneticalgorithm”,IJRET, Aug-2016, Volume: 05 Issue: 08.
[3]. Dharmendra Singh Rajput, Praveen Kumar Reddy M, D. P. Shrivastavain: IJPT, Mining Frequent Termset for Web Document Data Using Genetic Algorithm, inIJPT, June-2016, Vol. 8, IssueNo.2, 4038-4054.
[4]. Umesh Kumar Patel in IJIACS,Optimization of Association Rule Mining Using Genetic Algorithm , in IJIACS , June 2016, Volume 5, Issue 6, ISSN 2347 – 8616.
[5]. Yang Xu,Mingming Zeng,Quanhui Liu, Xiaofeng Wang, “A Genetic Algorithm Based Multilevel Association Rules Mining for Big Datasets”,Hindawi Publishing Corporation Mathematical Problems in Engineering, Volume 2014, Article ID 867149, 9 pages
[6]. S.Prince May and E.Baburaj,”Sequential Web Page Access Analysis Using Weblog”, Contemporary Engineering Sciences, Vol 8, 2015, no 13,573-580 Hikari
[7]. Soumadip Ghosh, Sushanta Biswas, Debasree Sarkar, Partha Pratim Sarkar, “Mining Frequent Item sets Using Genetic Algorithm”, IJAIA, October 2010, Vol.1, No.4.
[8]. Wenxiang Dou, Jinglu Hu, Kotaro Hirasawa and Gengfeng Wu, “Quick Response Data Mining Model Using Genetic Algorithm”, SICE Annual Conference 2008, August 20-22, 2008, The University Electro-Communications, Japan
[9]. Wakabi-Waiswa P.P., Baryamureeba V and SarukesiK, “Generalized Association Rule Mining Using Genetic Algorithms”, International Journal of Computing and ICT Research, 2008, Vol. 2 No. 1, pp. 59-69.
[10]. Emine Tug, Merve S¸ Akirog lu ,Ahmet Arslan, “Automatic discovery of the sequential accesses from weblog data files via a genetic algorithm”, Knowledge-Based Systems (Elsevier) 19 (2006) 180–186.
[11]. KarunaNidhi Pandagre, Dr S. Veenadhari, “Data Mining Techniques with Weblog: A Review”, IJARCS, Volume 8, No. 7, July – August 2017.
[12]. Karuna Nidhi Pandagre, Dr S.Veenadhari: IJESI on “Efficient Approach for Finding Strong Patterns from Weblog using Web Usage Mining”, volume 7 Issue 1, January 2018.
[13]. J. Srivasta, R. Cooley, M. Deshpande, P. Tan, Web usage mining: discovery and applications of usage patterns from web data, SIGKDD Explorations 1 (2) (2000) 1–12.
[14]. Chatterjee, Web mining for pattern discovery in E-Commerce applications, Master Thesis, Department of Computer Science, University of Louisville, 2001
[15]. Ashok Kumar D, T. A. Usha, From International Journal of Applied Engineering Research : Improved Apriori Algorithm Using Genetic Algorithm For Itemset Mining, Vol. 10 No.82 (2015)
[16]. Anandhavalli M.*, Suraj Kumar Sudhanshu, Ayush Kumar and Ghose M.K. from Advances in Information Mining,”Optimized association rule mining using genetic algorithm”, 2009, pp-01-04.
[17]. Kolli Prabhakara Rao, G.Kalyana Chakravarthy : International Journal of Engineering Trends and Technology (IJETT) “Intelligence Service Of Web Mining With Genetic Algorithm”, Volume 4 Issue 10 –Oct 2013.
[18]. Ahmad M. Taleb, Anwar A. Yahya, Nasser M. Taleb: DBKDA 2013: The Fifth International Conference on Advances in Databases, Knowledge, and Data Applications, “Parallel Genetic Algorithm Model to Extract Association Rules”, IARIA, 2013.
[19]. Anwar Ali Yahya, Addin Osman, Abd Rahman Ramli and Adlan Balola : Journal of Computer Science on Feature Selection for High Dimensional Data: An Evolutionary Filter Approach , 7 (5): 800-820, 2011.