An Overview of Classification Rule and Association Rule Mining

Authors

  • B. Srinivas  Associate Professor, Department of Computer Science, Madda Walabu University, Ethiopia
  • Gadde Ramesh  Assistant Professor, School of Electrical and Computer Engineering, Ethiopian Institute of Technology, Ethiopia
  • Shoban Babu Sriramoju  Professor, Department of Computer Science and Engineering, SR Engineering College, Telangana, India

Keywords:

Classification Rule, Association Rule, Clustering, Outlier Analysis

Abstract

In this study, we focused on how data mining can be applied in Market Basket Analysis to identify new trend sand purchasing patterns of customers. Data Mining is the process of extracting useful information from a large dataset. We are here using Association Rule to identify the relationship between different products and Classification Rule on the consumers to distinguish them on the basis of pre-defined parameters. The most important information discovered from the combination of these two algorithms supports the retailers in decision making and hence increase their sales.

References

  1. ManpreetKaur ,Shivani Kang*,Market Basket Analysis: Identify the changing trends of market data using association rule mining,
  2. NeseAcar, BülentÇizmeci, Factors Influencing Customer’s Choice of Technology Retailers: An Application In Kayseri (Turkey),
  3. NeeshaJothiNur’Aini,AbdulRashidWahidahHusain, Data Mining in Healthcare – A Review, https://www.analyticsvidhya.com/blog/2014/08/effective-cross-selling-market-basket-analysis/
  4. Shoban Babu Sriramoju, "Analysis and Comparison of Anonymous Techniques for Privacy Preserving in Big Data" in "International Journal of Advanced Research in Computer and Communication Engineering", Vol 6, Issue  12, December 2017,  DOI 10.17148/IJARCCE.2017.61212  [ ISSN(online) : 2278-1021, ISSN(print) : 2319-5940 ]
  5. Shoban Babu Sriramoju, " Review on Big Data and Mining Algorithm" in "International Journal for Research in Applied Science and Engineering Technology", Volume-5, Issue-XI, November 2017,  1238-1243 [ ISSN : 2321-9653], www.ijraset.com
  6. Shoban Babu Sriramoju, "OPPORTUNITIES AND SECURITY IMPLICATIONS OF BIG DATA MINING" in "International Journal of Research in Science and Engineering", Vol 3, Issue  6, Nov-Dec 2017 [ ISSN : 2394-8299 ].
  7. Guguloth Vijaya, A. Devaki, Dr. Shoban Babu Sriramoju, "A Framework for Solving Identity Disclosure Problem in Collaborative Data Publishing" in "International Journal of Research and Applications"  (Apr-Jun © 2015 Transactions), Vol 2, Issue 6, 292-295      [1
  8. Shoban Babu Sriramoju, "Heat Diffusion Based Search for Experts on World Wide Web" in "International Journal of Science and Research", https://www.ijsr.net/archive/v6i11/v6i11.php, Volume 6, Issue 11, November 2017, 632 - 635, #ijsrnet
  9. Dr. Shoban Babu Sriramoju, Prof. Mangesh Ingle, Prof. Ashish Mahalle "Trust and Iterative Filtering Approaches for Secure Data Collection in Wireless Sensor Networks" in "International Journal of Research in Science and Engineering" Vol 3,  Issue 4, July-August 2017 [ ISSN : 2394-8299 ].
  10. Dr. Shoban Babu, Prof. Mangesh Ingle, Prof. Ashish Mahalle, "HLA Based solution for Packet Loss Detection in Mobile Ad Hoc Networks" in "International Journal of Research in Science and Engineering" Vol 3, Issue 4,July-August 2017 [ ISSN : 2394-8299 ].
  11. Shoban Babu Sriramoju,  "A Framework for Keyword Based Query and Response System for Web Based Expert Search" in "International Journal of Science and Research"  Index Copernicus Value(2015):78.96 [ ISSN : 2319-7064 ].
  12. Sriramoju Ajay Babu, Dr. S. Shoban Babu, "Improving Quality of Content Based Image Retrieval with Graph Based Ranking" in "International Journal of Research and Applications" Vol 1, Issue 1,Jan-Mar 2014 [ ISSN : 2349-0020 ].
  13. Dr. Shoban Babu Sriramoju, Ramesh Gadde, "A Ranking Model Framework for Multiple Vertical Search Domains" in "International Journal of Research and Applications" Vol 1, Issue 1,Jan-Mar 2014 [ ISSN : 2349-0020 ].
  14. Mounika Reddy, Avula Deepak, Ekkati Kalyani Dharavath, Kranthi Gande, Shoban Sriramoju, "Risk-Aware Response Answer for Mitigating Painter Routing Attacks" in "International Journal of Information Technology and Management" Vol VI, Issue I, Feb 2014 [ ISSN : 2249-4510 ]
  15. Mounica Doosetty, Keerthi Kodakandla, Ashok R, Shoban Babu Sriramoju, "Extensive Secure Cloud Storage System Supporting Privacy-Preserving Public Auditing" in "International Journal of Information Technology and Management" Vol VI, Issue I, Feb 2012 [ ISSN : 2249-4510 ]
  16. Shoban Babu Sriramoju, "An Application for Annotating Web Search Results" in "International Journal of Innovative Research in Computer and Communication Engineering"  Vol 2,Issue 3,March 2014  [ ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  17. Shoban Babu Sriramoju, "Multi View Point Measure for Achieving Highest Intra-Cluster Similarity" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol 2,Issue 3,March 2014  [ ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  18. Shoban Babu Sriramoju, Madan Kumar Chandran, "UP-Growth Algorithms for Knowledge Discovery from Transactional Databases" in "International Journal of Advanced Research in Computer Science and Software Engineering", Vol 4, Issue 2, February 2014  [  ISSN : 2277 128X  ]
  19. Shoban Babu Sriramoju, Azmera Chandu Naik, N.Samba Siva Rao, "Predicting The Misusability Of Data From Malicious Insiders" in "International Journal of Computer Engineering and Applications" Vol V,Issue II,Febrauary 2014  [ ISSN : 2321-3469 ]
  20. Ajay Babu Sriramoju, Dr. S. Shoban Babu, "Analysis on Image Compression Using Bit-Plane Separation Method" in "International Journal of Information Technology and Management", Vol VII, Issue X, November 2014 [ ISSN : 2249-4510 ]
  21. Shoban Babu Sriramoju, "Mining Big Sources Using Efficient Data Mining Algorithms" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol 2, Issue 1,January 2014 [ ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  22. Ajay Babu Sriramoju, Dr. S. Shoban Babu, "Study of Multiplexing Space and Focal Surfaces and Automultiscopic Displays for Image Processing" in "International Journal of Information Technology and Management"Vol V, Issue I, August 2013 [ ISSN : 2249-4510 ]
  24. Dr. Shoban Babu Sriramoju, "A Review on Processing Big Data" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol-2, Issue-1, January 2014 [ ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  25. Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis around the study of Distributed Data Mining Method in the Grid Environment : Technique, Algorithms and Services" in "Journal of Advances in Science and Technology"  Vol-IV, Issue No-VII, November 2012  [ ISSN : 2230-9659 ]
  26. Shoban Babu Sriramoju, Dr. Atul Kumar, "An Analysis on Effective, Precise and Privacy Preserving Data Mining Association Rules with Partitioning on Distributed Databases" in "International Journal of Information Technology and management" Vol-III,  Issue-I, August 2012 [ ISSN : 2249-4510 ]
  27. Shoban Babu Sriramoju, Dr. Atul Kumar, "A Competent Strategy Regarding Relationship of Rule Mining on Distributed Database Algorithm" in "Journal of Advances in Science and Technology"  Vol-II, Issue No-II, November 2011 [ ISSN : 2230-9659 ]
  28. Shoban Babu Sriramoju, Dr. Atul Kumar, "Allocated Greater Order Organization of Rule Mining utilizing Information Produced Through Textual facts" in "International Journal of Information Technology and management" Vol-I,  Issue-I, August 2011 [ ISSN : 2249-4510 ]
  29. Ramesh Gadde, Namavaram Vijay, "A SURVEY ON EVOLUTION OF BIG DATA WITH HADOOP" in "International Journal of Research in Science and Engineering", Vol-3, Issue-6, Nov-Dec 2017, 92-99 [ ISSN : 2394-8299 ].
  30. Namavaram Vijay, S Ajay Babu, "Heat Exposure of Big Data Analytics in a Workflow Framework" in "International Journal of Science and Research", Volume 6, Issue 11, November 2017, 1578 - 1585, #ijsrnet
  31. Ajay Babu Sriramoju, Namavaram Vijay, Ramesh Gadde,  "SKETCHING-BASED HIGH-PERFORMANCE BIG DATA PROCESSING ACCELERATOR" in "International Journal of Research in Science and Engineering", Vol-3, Issue-6, Nov-Dec 2017, 92-99 [ ISSN : 2394-8299 ].
  32. Namavaram Vijay, Ajay Babu Sriramoju, Ramesh Gadde,  "Two Layered Privacy Architecture for Big Data Framework" in "International Journal of Innovative Research in Computer and Communication Engineering" Vol 5, Issue 10, October 2017 [ ISSN(online) : 2320-9801, ISSN(print) : 2320-9798 ]
  33. Amitha Supriya. "Implementation of Image Processing System using Big Data in the Cloud Environment." International Journal for Scientific Research and Development 5.10 (2017): 211-217.
  34. SA Supriya. "A Survey Model of Big Data by Focusing on the Atmospheric Data Analysis." International Journal for Scientific Research and Development 5.10 (2017): 463-466.
  35. Siripuri Kiran, 'Decision Tree Analysis Tool with the Design Approach of Probability Density Function towards Uncertain Data Classification', International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X,Volume 4 Issue 2, pp.829-831, January-February 2018. URL : http://ijsrst.com/IJSRST1841198
  36. Ajmera Rajesh, Siripuri Kiran, " Anomaly Detection Using Data Mining Techniques in Social Networking" in "International Journal for Research in Applied Science and Engineering Technology", Volume-6, Issue-II, February 2018,  1268-1272 [ ISSN : 2321-9653], www.ijraset.com

IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology

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Published

2018-02-28

Issue

Volume 3, Issue 1, January-February-2018

Section

Research Articles

License

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This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
B. Srinivas, Gadde Ramesh, Shoban Babu Sriramoju, " An Overview of Classification Rule and Association Rule Mining, IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 3, Issue 1, pp.1692-1697, January-February-2018.