An efficient approach for improving the predictive accuracy of multi-criteria recommender system
Recommender Systems are useful information filtering tools that have reduced information overload over the web. Collaborative filtering (CF) is one of the extensively used recommendation techniques. Traditional CF captures user-item ratings in a two-dimensional rating matrix which does not sufficien...
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| Published in | International journal of information technology (Singapore. Online) Vol. 16; no. 2; pp. 809 - 816 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
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Singapore
Springer Nature Singapore
2024
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| Abstract | Recommender Systems are useful information filtering tools that have reduced information overload over the web. Collaborative filtering (CF) is one of the extensively used recommendation techniques. Traditional CF captures user-item ratings in a two-dimensional rating matrix which does not sufficiently convey user preferences. Ratings based on several criteria are incorporated into CF to develop multi-criteria recommender systems (MCRS). MCRS are more efficient and cater to the users’ needs with more satisfaction. However, there are certain issues like multidimensionality, sparsity, and cold start associated with MCRS. This paper aims to study the MCRS and investigate efficient solutions for existing issues. In this direction, we proposed a modified similarity measure that improves the accuracy of neighborhood generation and rating prediction. In the proposed approach, the users are clustered based on multi-criteria ratings, which reduces the data sparsity and multidimensionality issues in MCRS. The supremacy of the proposed approach is verified by conducting experiments on a benchmark data set and evaluating the performance using some standard evaluation measures. |
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| AbstractList | Recommender Systems are useful information filtering tools that have reduced information overload over the web. Collaborative filtering (CF) is one of the extensively used recommendation techniques. Traditional CF captures user-item ratings in a two-dimensional rating matrix which does not sufficiently convey user preferences. Ratings based on several criteria are incorporated into CF to develop multi-criteria recommender systems (MCRS). MCRS are more efficient and cater to the users’ needs with more satisfaction. However, there are certain issues like multidimensionality, sparsity, and cold start associated with MCRS. This paper aims to study the MCRS and investigate efficient solutions for existing issues. In this direction, we proposed a modified similarity measure that improves the accuracy of neighborhood generation and rating prediction. In the proposed approach, the users are clustered based on multi-criteria ratings, which reduces the data sparsity and multidimensionality issues in MCRS. The supremacy of the proposed approach is verified by conducting experiments on a benchmark data set and evaluating the performance using some standard evaluation measures. |
| Author | Anwar, Khalid Zafar, Aasim Iqbal, Arshad |
| Author_xml | – sequence: 1 givenname: Khalid orcidid: 0000-0002-7953-7200 surname: Anwar fullname: Anwar, Khalid email: khalid35amu@gmail.com organization: Department of Computer Science, Aligarh Muslim University, School of Computer Science Engineering and Technology, Bennett University – sequence: 2 givenname: Aasim surname: Zafar fullname: Zafar, Aasim organization: Department of Computer Science, Aligarh Muslim University – sequence: 3 givenname: Arshad surname: Iqbal fullname: Iqbal, Arshad organization: K.A. Nizami Center for Quranic Studies, Aligarh Muslim University |
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| Cites_doi | 10.1007/s41870-018-0202-4 10.1016/j.heliyon.2023.e18183 10.1109/IISA.2013.6623719 10.1201/9780367423926-10 10.1016/j.knosys.2013.11.006 10.1007/s41870-023-01158-1 10.1109/MIS.2011.33 10.1504/IJRIS.2020.106803 10.1007/s41870-023-01205-x 10.1142/S0218348X23401497 10.1007/s41870-022-01113-6 10.1007/s11042-017-4924-2 10.54216/IJNS.200111 10.1109/TNSE.2023.3270910 10.1504/IJIIDS.2020.109457 10.1016/j.eswa.2021.114868 10.1016/j.procs.2018.04.190 10.31577/cai 10.1016/j.ins.2014.09.012 10.1007/s41870-022-00858-4 10.2139/ssrn.3356349 10.1016/j.knosys.2014.01.006 10.1007/s00500-014-1475- 10.1007/978-0-387-85820-3_24 10.1109/ICDMW.2018.00161 10.1016/j.asoc.2021.107782 10.1016/j.knosys.2020.105756 10.1016/j.elerap.2016.12.005 10.1016/j.elerap.2015.08.004 10.47164/ijngc.v13i3.820 10.1109/ICDABI56818.2022.10041638 10.1145/1559845.1559923 |
| ContentType | Journal Article |
| Copyright | The Author(s), under exclusive licence to Bharati Vidyapeeth's Institute of Computer Applications and Management 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. |
| Copyright_xml | – notice: The Author(s), under exclusive licence to Bharati Vidyapeeth's Institute of Computer Applications and Management 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. |
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| Keywords | Multi-criteria Recommender System Collaborative filtering Similarity Measure Neighborhood |
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| References | Nilashi, Bin Ibrahim, Norafida Ithnin (CR17) 2014; 7 Wasid, Ali (CR23) 2018; 131 Mann, Chawla (CR14) 2023; 15 Kermany, Alizadeh (CR19) 2017; 21 Liu, Hu, Mian, Tian, Zhu (CR12) 2014; 56 Wasid, Ali (CR22) 2020; 12 Zhang, Liu, Wang, Li (CR24) 2021; 176 CR13 Adomavicius, Manouselis, Kwon (CR16) 2011 Nadeem (CR5) 2022 CR32 CR31 Jena (CR8) 2022; 14 Wasid, Ali (CR9) 2021; 112 Yannam, Kumar, Babu, Sahoo (CR1) 2023 Sohail, Siddiqui, Ali (CR4) 2019; 11 Nilashi, Bin Ibrahim, Ithnin (CR26) 2014; 60 Anwar (CR29) 2023 Saqib, Sahu, Sakib, Al-Ammar (CR28) 2021 Kant, Jhalani, Dwivedi (CR20) 2018; 77 Nilashi, Bin Ibrahim, Ithnin, Sarmin (CR27) 2015; 14 Anwar, Zafar, Iqbal (CR2) 2023; 20 Fan, Zhang, Chen, Li, Li, Leung (CR21) 2023; 14 Lakiotaki, Matsatsinis, Tsoukiàs (CR34) 2011; 26 Wasid, Ali, Shahab (CR15) 2023; 9 CR7 Anwar, Siddiqui, Saquib Sohail (CR6) 2019 Mikeli, Sotiros, Apostolou, Despotis (CR25) 2013 Wasid, Ali (CR30) 2019; 2018-Novem Anwar, Siddiqui, Sohail (CR3) 2020; 13 Wasid, Ali (CR11) 2019; 38 Gupta, Kant (CR10) 2020; 196 Alhijawi, Fraihat, Awajan (CR33) 2023 Nilashi, Jannach, Bin Ibrahim, Ithnin (CR18) 2015; 293 K Anwar (1547_CR6) 2019 G Adomavicius (1547_CR16) 2011 M Nilashi (1547_CR26) 2014; 60 NR Kermany (1547_CR19) 2017; 21 M Wasid (1547_CR9) 2021; 112 G Fan (1547_CR21) 2023; 14 K Anwar (1547_CR3) 2020; 13 A Mikeli (1547_CR25) 2013 SS Sohail (1547_CR4) 2019; 11 M Nilashi (1547_CR27) 2015; 14 H Liu (1547_CR12) 2014; 56 M Wasid (1547_CR30) 2019; 2018-Novem B Alhijawi (1547_CR33) 2023 M Wasid (1547_CR23) 2018; 131 1547_CR31 K Anwar (1547_CR2) 2023; 20 K Anwar (1547_CR29) 2023 1547_CR32 VR Yannam (1547_CR1) 2023 M Wasid (1547_CR11) 2019; 38 1547_CR13 SK Mann (1547_CR14) 2023; 15 M Nilashi (1547_CR18) 2015; 293 S Gupta (1547_CR10) 2020; 196 M Nadeem (1547_CR5) 2022 M Wasid (1547_CR22) 2020; 12 K Zhang (1547_CR24) 2021; 176 KK Jena (1547_CR8) 2022; 14 1547_CR7 K Lakiotaki (1547_CR34) 2011; 26 M Saqib (1547_CR28) 2021 V Kant (1547_CR20) 2018; 77 M Nilashi (1547_CR17) 2014; 7 M Wasid (1547_CR15) 2023; 9 |
| References_xml | – volume: 11 start-page: 549 issue: 3 year: 2019 end-page: 567 ident: CR4 article-title: A comprehensive approach for the evaluation of recommender systems using implicit feedback publication-title: Int J Inf Technol doi: 10.1007/s41870-018-0202-4 contributor: fullname: Ali – volume: 9 issue: 7 year: 2023 ident: CR15 article-title: Adaptive genetic algorithm for user preference discovery in multi-criteria recommender systems publication-title: Heliyon doi: 10.1016/j.heliyon.2023.e18183 contributor: fullname: Shahab – year: 2013 ident: CR25 article-title: A multi-criteria recommender system incorporating intensity of preferences publication-title: IISA 2013- 4th Int Conf Information, Intell Syst Appl, doi: 10.1109/IISA.2013.6623719 contributor: fullname: Despotis – year: 2021 ident: CR28 article-title: Machine learning-based day-ahead market energy usage bidding for smart microgrids publication-title: Electr Veh Integr a Smart Microgrid Environ. doi: 10.1201/9780367423926-10 contributor: fullname: Al-Ammar – volume: 56 start-page: 156 year: 2014 end-page: 166 ident: CR12 article-title: A new user similarity model to improve the accuracy of collaborative filtering publication-title: Knowledge-Based Syst doi: 10.1016/j.knosys.2013.11.006 contributor: fullname: Zhu – year: 2023 ident: CR33 article-title: Multi-factor ranking method for trading-off accuracy, diversity, novelty, and coverage of recommender systems publication-title: Int J Inf Technol doi: 10.1007/s41870-023-01158-1 contributor: fullname: Awajan – volume: 26 start-page: 64 issue: 2 year: 2011 end-page: 76 ident: CR34 article-title: Multicriteria user modeling in recommender systems publication-title: IEEE Intell Syst doi: 10.1109/MIS.2011.33 contributor: fullname: Tsoukiàs – volume: 12 start-page: 96 issue: 2 year: 2020 end-page: 105 ident: CR22 article-title: Multi-criteria clustering-based recommendation using Mahalanobis distance publication-title: Int J Reason Intell Syst doi: 10.1504/IJRIS.2020.106803 contributor: fullname: Ali – year: 2023 ident: CR1 article-title: Improving group recommendation using deep collaborative filtering approach publication-title: Int J Inf Technol doi: 10.1007/s41870-023-01205-x contributor: fullname: Sahoo – year: 2023 ident: CR29 article-title: Artificial intelligence-driven approach to identify and recommend the winner in a tied event in sports surveillance publication-title: Fractals doi: 10.1142/S0218348X23401497 contributor: fullname: Anwar – volume: 15 start-page: 219 issue: 1 year: 2023 end-page: 227 ident: CR14 article-title: A proposed hybrid clustering algorithm using K-means and BIRCH for cluster based cab recommender system (CBCRS) publication-title: Int J Inf Technol doi: 10.1007/s41870-022-01113-6 contributor: fullname: Chawla – volume: 77 start-page: 12935 issue: 10 year: 2018 end-page: 12953 ident: CR20 article-title: Enhanced multi-criteria recommender system based on fuzzy Bayesian approach publication-title: Multimed Tools Appl doi: 10.1007/s11042-017-4924-2 contributor: fullname: Dwivedi – volume: 20 start-page: 128 issue: 01 year: 2023 end-page: 149 ident: CR2 article-title: Neutrosophic MCDM approach for performance evaluation and recommendation of best players in sports league publication-title: Int J Neutrosophic Sci doi: 10.54216/IJNS.200111 contributor: fullname: Iqbal – volume: 14 start-page: 1 issue: 8 year: 2023 end-page: 11 ident: CR21 article-title: Improving rating prediction in multi-criteria recommender systems via a collective factor model publication-title: IEEE Trans Netw Sci Eng doi: 10.1109/TNSE.2023.3270910 contributor: fullname: Leung – volume: 13 start-page: 231 issue: 2–4 year: 2020 end-page: 248 ident: CR3 article-title: Machine learning-based book recommender system: a survey and new perspectives publication-title: Int J Intell Inf Database Syst doi: 10.1504/IJIIDS.2020.109457 contributor: fullname: Sohail – volume: 176 year: 2021 ident: CR24 article-title: Multi-criteria recommender system based on social relationships and criteria preferences publication-title: Expert Syst Appl doi: 10.1016/j.eswa.2021.114868 contributor: fullname: Li – volume: 131 start-page: 93 year: 2018 end-page: 101 ident: CR23 article-title: An improved recommender system based on multi-criteria clustering approach publication-title: Procedia Comput Sci doi: 10.1016/j.procs.2018.04.190 contributor: fullname: Ali – volume: 38 start-page: 597 year: 2019 end-page: 620 ident: CR11 article-title: Fuzzy side iinformation clustering-based framework for effective recommendations publication-title: Comput Inform doi: 10.31577/cai contributor: fullname: Ali – volume: 293 start-page: 235 year: 2015 end-page: 250 ident: CR18 article-title: Clustering- and regression-based multi-criteria collaborative filtering with incremental updates publication-title: Inf Sci (Ny) doi: 10.1016/j.ins.2014.09.012 contributor: fullname: Ithnin – volume: 14 start-page: 2067 issue: 4 year: 2022 end-page: 2077 ident: CR8 article-title: Neural model based collaborative filtering for movie recommendation system publication-title: Int J Inf Technol doi: 10.1007/s41870-022-00858-4 contributor: fullname: Jena – year: 2019 ident: CR6 article-title: Machine learning techniques for book recommendation: an overview publication-title: SSRN Electron J doi: 10.2139/ssrn.3356349 contributor: fullname: Saquib Sohail – ident: CR31 – ident: CR13 – volume: 60 start-page: 82 year: 2014 end-page: 101 ident: CR26 article-title: Multi-criteria collaborative filtering with high accuracy using higher order singular value decomposition and Neuro-Fuzzy system publication-title: Knowledge-Based Syst doi: 10.1016/j.knosys.2014.01.006 contributor: fullname: Ithnin – volume: 7 start-page: 55 issue: 1 year: 2014 end-page: 64 ident: CR17 article-title: A multi-criteria recommendation system using dimensionality reduction and Neuro-Fuzzy techniques publication-title: Soft Comput doi: 10.1007/s00500-014-1475- contributor: fullname: Norafida Ithnin – start-page: 769 year: 2011 end-page: 803 ident: CR16 article-title: Multi-criteria recommender systems publication-title: Recommender systems handbook doi: 10.1007/978-0-387-85820-3_24 contributor: fullname: Kwon – volume: 2018-Novem start-page: 1122 year: 2019 end-page: 1127 ident: CR30 article-title: Clustering approach for multidimensional recommender systems publication-title: IEEE Int Conf Data Min Work ICDMW doi: 10.1109/ICDMW.2018.00161 contributor: fullname: Ali – ident: CR32 – volume: 112 year: 2021 ident: CR9 article-title: A frequency count approach to multi-criteria recommender system based on criteria weighting using particle swarm optimization publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2021.107782 contributor: fullname: Ali – ident: CR7 – volume: 196 year: 2020 ident: CR10 article-title: Credibility score based multi-criteria recommender system publication-title: Knowledge-Based Syst doi: 10.1016/j.knosys.2020.105756 contributor: fullname: Kant – volume: 21 start-page: 50 year: 2017 end-page: 64 ident: CR19 article-title: A hybrid multi-criteria recommender system using ontology and neuro-fuzzy techniques publication-title: Electron Commer Res Appl doi: 10.1016/j.elerap.2016.12.005 contributor: fullname: Alizadeh – volume: 14 start-page: 542 issue: 6 year: 2015 end-page: 562 ident: CR27 article-title: A multi-criteria collaborative filtering recommender system for the tourism domain using expectation maximization (EM) and PCA-ANFIS publication-title: Electron Commer Res Appl doi: 10.1016/j.elerap.2015.08.004 contributor: fullname: Sarmin – year: 2022 ident: CR5 article-title: Performance comparison of randomized and non-randomized learning algorithms based recommender systems publication-title: Int J Next-Generation Comput doi: 10.47164/ijngc.v13i3.820 contributor: fullname: Nadeem – start-page: 769 volume-title: Recommender systems handbook year: 2011 ident: 1547_CR16 doi: 10.1007/978-0-387-85820-3_24 contributor: fullname: G Adomavicius – year: 2023 ident: 1547_CR1 publication-title: Int J Inf Technol doi: 10.1007/s41870-023-01205-x contributor: fullname: VR Yannam – volume: 12 start-page: 96 issue: 2 year: 2020 ident: 1547_CR22 publication-title: Int J Reason Intell Syst doi: 10.1504/IJRIS.2020.106803 contributor: fullname: M Wasid – volume: 2018-Novem start-page: 1122 year: 2019 ident: 1547_CR30 publication-title: IEEE Int Conf Data Min Work ICDMW doi: 10.1109/ICDMW.2018.00161 contributor: fullname: M Wasid – volume: 20 start-page: 128 issue: 01 year: 2023 ident: 1547_CR2 publication-title: Int J Neutrosophic Sci doi: 10.54216/IJNS.200111 contributor: fullname: K Anwar – volume: 56 start-page: 156 year: 2014 ident: 1547_CR12 publication-title: Knowledge-Based Syst doi: 10.1016/j.knosys.2013.11.006 contributor: fullname: H Liu – year: 2023 ident: 1547_CR29 publication-title: Fractals doi: 10.1142/S0218348X23401497 contributor: fullname: K Anwar – ident: 1547_CR31 – volume: 77 start-page: 12935 issue: 10 year: 2018 ident: 1547_CR20 publication-title: Multimed Tools Appl doi: 10.1007/s11042-017-4924-2 contributor: fullname: V Kant – volume: 11 start-page: 549 issue: 3 year: 2019 ident: 1547_CR4 publication-title: Int J Inf Technol doi: 10.1007/s41870-018-0202-4 contributor: fullname: SS Sohail – volume: 38 start-page: 597 year: 2019 ident: 1547_CR11 publication-title: Comput Inform doi: 10.31577/cai contributor: fullname: M Wasid – volume: 13 start-page: 231 issue: 2–4 year: 2020 ident: 1547_CR3 publication-title: Int J Intell Inf Database Syst doi: 10.1504/IJIIDS.2020.109457 contributor: fullname: K Anwar – ident: 1547_CR32 doi: 10.1109/ICDABI56818.2022.10041638 – year: 2023 ident: 1547_CR33 publication-title: Int J Inf Technol doi: 10.1007/s41870-023-01158-1 contributor: fullname: B Alhijawi – volume: 15 start-page: 219 issue: 1 year: 2023 ident: 1547_CR14 publication-title: Int J Inf Technol doi: 10.1007/s41870-022-01113-6 contributor: fullname: SK Mann – volume: 9 issue: 7 year: 2023 ident: 1547_CR15 publication-title: Heliyon doi: 10.1016/j.heliyon.2023.e18183 contributor: fullname: M Wasid – volume: 7 start-page: 55 issue: 1 year: 2014 ident: 1547_CR17 publication-title: Soft Comput doi: 10.1007/s00500-014-1475- contributor: fullname: M Nilashi – volume: 14 start-page: 2067 issue: 4 year: 2022 ident: 1547_CR8 publication-title: Int J Inf Technol doi: 10.1007/s41870-022-00858-4 contributor: fullname: KK Jena – year: 2013 ident: 1547_CR25 publication-title: IISA 2013- 4th Int Conf Information, Intell Syst Appl, doi: 10.1109/IISA.2013.6623719 contributor: fullname: A Mikeli – volume: 176 year: 2021 ident: 1547_CR24 publication-title: Expert Syst Appl doi: 10.1016/j.eswa.2021.114868 contributor: fullname: K Zhang – volume: 196 year: 2020 ident: 1547_CR10 publication-title: Knowledge-Based Syst doi: 10.1016/j.knosys.2020.105756 contributor: fullname: S Gupta – volume: 293 start-page: 235 year: 2015 ident: 1547_CR18 publication-title: Inf Sci (Ny) doi: 10.1016/j.ins.2014.09.012 contributor: fullname: M Nilashi – ident: 1547_CR13 doi: 10.1145/1559845.1559923 – volume: 14 start-page: 542 issue: 6 year: 2015 ident: 1547_CR27 publication-title: Electron Commer Res Appl doi: 10.1016/j.elerap.2015.08.004 contributor: fullname: M Nilashi – year: 2019 ident: 1547_CR6 publication-title: SSRN Electron J doi: 10.2139/ssrn.3356349 contributor: fullname: K Anwar – volume: 26 start-page: 64 issue: 2 year: 2011 ident: 1547_CR34 publication-title: IEEE Intell Syst doi: 10.1109/MIS.2011.33 contributor: fullname: K Lakiotaki – year: 2022 ident: 1547_CR5 publication-title: Int J Next-Generation Comput doi: 10.47164/ijngc.v13i3.820 contributor: fullname: M Nadeem – ident: 1547_CR7 – volume: 60 start-page: 82 year: 2014 ident: 1547_CR26 publication-title: Knowledge-Based Syst doi: 10.1016/j.knosys.2014.01.006 contributor: fullname: M Nilashi – year: 2021 ident: 1547_CR28 publication-title: Electr Veh Integr 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| Title | An efficient approach for improving the predictive accuracy of multi-criteria recommender system |
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