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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: | Hybrid Recommendation Engine using Feature-Combination |
| Authors Name: | Samiksha Subhash Lohe |
| Unique Id: | IJSDR2206096 |
| Published In: | Volume 7 Issue 7, July-2022 |
| Abstract: | An abundant amount of information is created and distributed over electronic media. Recommendation systems uses various filters to extract required information. In every aspect of our life, recommendation engine is used to make such a task easier. We proposed a hybrid filtering engine for books data by using the combination of filters. We compared the proposed approach with existing approaches using algorithms, and found that our approach outperformed existing methods in terms of accuracy and robustness. Hybrid system combines the two or more filters to gain better accuracy and performance. The proposed recommendation engine is able to make a large number of recommendations simultaneously, and fit the partial dataset to the appropriate model to have better performance. The engine is able to determine user’s personality traits by utilizing the book’s features. Three types of scenarios are covered here. If user is new then recommendations are made depending upon user interests, second is recommendations based on past purchase history and the last is recommendation by using different algorithms and cosine similarity. |
| Keywords: | Hybrid filters, Accuracy, Content-based filter, Collaborative filter, Hybrid recommendation System, book recommendation engine, filtering techniques, processing time |
| Cite Article: | "Hybrid Recommendation Engine using Feature-Combination", International Journal of Science & Engineering Development Research (www.ijsdr.org), ISSN:2455-2631, Vol.7, Issue 7, page no.597 - 601, July-2022, Available :http://www.ijsdr.org/papers/IJSDR2206096.pdf |
| Downloads: | 000337073 |
| Publication Details: | Published Paper ID: IJSDR2206096 Registration ID:200802 Published In: Volume 7 Issue 7, July-2022 DOI (Digital Object Identifier): Page No: 597 - 601 Publisher: IJSDR | www.ijsdr.org ISSN Number: 2455-2631 |
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