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INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2455-2631 | Impact factor: 8.15 | ESTD Year: 2016 open access , Peer-reviewed, and Refereed Journals, Impact factor 8.15 |
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| Paper Title: | A review on an approach to mine significant itemset using tree based method and A-priori algorithm considering multiple attribute |
| Authors Name: | Joshi Khushbu B , Thacker Smit M |
| Unique Id: | IJSDR1605089 |
| Published In: | Volume 1 Issue 5, May-2016 |
| Abstract: | Association rule mining or finding frequent patterns from massive set of associate degree owed knowledge has became a lively space in the sector of data discovery and diverse algorithms are developed to the present end. Traditional A-priori algorithm is used to mine a frequent pattern on the basis of Support-confidence however it doesn’t consider about attributes like profit and quantity of an item. A modified approach makes use of traditional A-priori algorithm to generate a set of association rules from a database. Subsequently, the set of association rules mined are subjected to quantity (Q-factor) and profit (P-factor) to mine significant patterns. These factors are combined to induce PQ-gain on the basis of which association rules are mined. Another approach of segregating data by modifying the traditional A-priori algorithm is employed using tree based method. It helps to reduce the amount of space required to store the tables as well as time to mine frequent item set. The experimental results exhibit the adequacy and effectiveness of the modified approach in generating high utility association rules which can need fewer computations. |
| Keywords: | Data Mining , KDD , Association Rule , Market basket analysis, significant Item set, Support, Confidence, A-priori Algorithm, P- Factor , Q- Factor , PQ-Gain , Tree approach |
| Cite Article: | "A review on an approach to mine significant itemset using tree based method and A-priori algorithm considering multiple attribute", International Journal of Science & Engineering Development Research (www.ijsdr.org), ISSN:2455-2631, Vol.1, Issue 5, page no.459 - 462, May-2016, Available :http://www.ijsdr.org/papers/IJSDR1605089.pdf |
| Downloads: | 000337064 |
| Publication Details: | Published Paper ID: IJSDR1605089 Registration ID:160387 Published In: Volume 1 Issue 5, May-2016 DOI (Digital Object Identifier): Page No: 459 - 462 Publisher: IJSDR | www.ijsdr.org ISSN Number: 2455-2631 |
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