메뉴 건너뛰기




Volumn 14, Issue 6, 2015, Pages 542-562

A multi-criteria collaborative filtering recommender system for the tourism domain using Expectation Maximization (EM) and PCA-ANFIS

Author keywords

ANFIS; Clustering; Expectation Maximization; Multi criteria CF; PCA; Tourist recommendation

Indexed keywords

ALGORITHMS; FUZZY INFERENCE; FUZZY SYSTEMS; GAUSSIAN DISTRIBUTION; HOTELS; IMAGE SEGMENTATION; INFERENCE ENGINES; INFORMATION FILTERING; INTELLIGENT AGENTS; MAXIMUM PRINCIPLE; ONLINE SYSTEMS; PRINCIPAL COMPONENT ANALYSIS; RECOMMENDER SYSTEMS; SOCIAL NETWORKING (ONLINE);

EID: 84949539778     PISSN: 15674223     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.elerap.2015.08.004     Document Type: Article
Times cited : (193)

References (96)
  • 1
    • 34250016241 scopus 로고    scopus 로고
    • New recommendation techniques for multicriteria rating systems
    • G. Adomavicius, and Y. Kwon New recommendation techniques for multicriteria rating systems Intelligent Systems, IEEE 22 3 2007 48 55
    • (2007) Intelligent Systems, IEEE , vol.22 , Issue.3 , pp. 48-55
    • Adomavicius, G.1    Kwon, Y.2
  • 3
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • H. Akaike A new look at the statistical model identification Automatic Control, IEEE Transactions on 19 6 1974 716 723
    • (1974) Automatic Control, IEEE Transactions on , vol.19 , Issue.6 , pp. 716-723
    • Akaike, H.1
  • 5
    • 33845581511 scopus 로고    scopus 로고
    • Using fuzzy number for measuring quality of service in the hotel industry
    • J.M. Benítez, J.C. Martín, and C. Román Using fuzzy number for measuring quality of service in the hotel industry Tourism Management 28 2 2007 544 555
    • (2007) Tourism Management , vol.28 , Issue.2 , pp. 544-555
    • Benítez, J.M.1    Martín, J.C.2    Román, C.3
  • 8
    • 41549084672 scopus 로고    scopus 로고
    • Progress in information technology and tourism management: 20 years on and 10 years after the internet - The state of eTourism research
    • D. Buhalis, and R. Law Progress in information technology and tourism management: 20 years on and 10 years after the internet - the state of eTourism research Tourism Management 29 4 2008 609 623
    • (2008) Tourism Management , vol.29 , Issue.4 , pp. 609-623
    • Buhalis, D.1    Law, R.2
  • 9
    • 84979774647 scopus 로고    scopus 로고
    • Information communication technology revolutionizing tourism
    • D. Buhalis, and P. O'Connor Information communication technology revolutionizing tourism Tourism Recreation Research 30 3 2005 7 16
    • (2005) Tourism Recreation Research , vol.30 , Issue.3 , pp. 7-16
    • Buhalis, D.1    O'Connor, P.2
  • 10
    • 33845638229 scopus 로고    scopus 로고
    • An intelligent fuzzy-based recommendation system for consumer electronic products
    • Y. Cao, and Y. Li An intelligent fuzzy-based recommendation system for consumer electronic products Expert Systems with Applications 33 1 2007 230 240
    • (2007) Expert Systems with Applications , vol.33 , Issue.1 , pp. 230-240
    • Cao, Y.1    Li, Y.2
  • 14
    • 84937549955 scopus 로고
    • The scree test for the number of factors
    • R.B. Cattell The scree test for the number of factors Multivariate Behavioral Research 1 2 1966 245 276
    • (1966) Multivariate Behavioral Research , vol.1 , Issue.2 , pp. 245-276
    • Cattell, R.B.1
  • 15
    • 67651162256 scopus 로고    scopus 로고
    • Towards ubiquitous tourist service coordination and process integration: A collaborative travel agent system architecture with semantic web services
    • D.K.W. Chiu, Y.T.F. Yueh, H.F. Leung, and P.C.K. Hung Towards ubiquitous tourist service coordination and process integration: a collaborative travel agent system architecture with semantic web services Information Systems Frontiers 11 3 2009 241 256
    • (2009) Information Systems Frontiers , vol.11 , Issue.3 , pp. 241-256
    • Chiu, D.K.W.1    Yueh, Y.T.F.2    Leung, H.F.3    Hung, P.C.K.4
  • 16
    • 38949134545 scopus 로고    scopus 로고
    • A fuzzy multi-decision model for international tourist hotels location selection
    • T.Y. Chou, C.L. Hsu, and M.C. Chen A fuzzy multi-decision model for international tourist hotels location selection International Journal of Hospitality Management 27 2 2008 293 301
    • (2008) International Journal of Hospitality Management , vol.27 , Issue.2 , pp. 293-301
    • Chou, T.Y.1    Hsu, C.L.2    Chen, M.C.3
  • 17
    • 70450123970 scopus 로고    scopus 로고
    • Developing information technology proficiencies and fluency in hospitality students
    • D.J. Connolly, and S. Lee Developing information technology proficiencies and fluency in hospitality students Journal of Hospitality & Tourism Education 18 3 2006 15 29
    • (2006) Journal of Hospitality & Tourism Education , vol.18 , Issue.3 , pp. 15-29
    • Connolly, D.J.1    Lee, S.2
  • 18
    • 43449089196 scopus 로고    scopus 로고
    • A collaborative recommender system based on probabilistic inference from fuzzy observations
    • L.M. de Campos, J.M. Fernández-Luna, and J.F. Huete A collaborative recommender system based on probabilistic inference from fuzzy observations Fuzzy Sets and Systems 159 12 2008 1554 1576
    • (2008) Fuzzy Sets and Systems , vol.159 , Issue.12 , pp. 1554-1576
    • De Campos, L.M.1    Fernández-Luna, J.M.2    Huete, J.F.3
  • 20
    • 33847644163 scopus 로고    scopus 로고
    • A short survey of recommendation technologies in travel and tourism
    • A. Felfernig, S. Gordea, D. Jannach, E. Teppan, and M. Zanker A short survey of recommendation technologies in travel and tourism OEGAI Journal 25 7 2007 17 22
    • (2007) OEGAI Journal , vol.25 , Issue.7 , pp. 17-22
    • Felfernig, A.1    Gordea, S.2    Jannach, D.3    Teppan, E.4    Zanker, M.5
  • 21
    • 80053078598 scopus 로고    scopus 로고
    • A hybrid context aware system for tourist guidance based on collaborative filtering
    • Conference on Fuzzy Systems
    • Fenza, G.; Fischetti, E.; Furno, D.; and Loia, V. A hybrid context aware system for tourist guidance based on collaborative filtering. In Proceedings of IEEE Int. Conference on Fuzzy Systems, 2011, 131-138.
    • (2011) Proceedings of IEEE Int , pp. 131-138
    • Fenza, G.1    Fischetti, E.2    Furno, D.3    Loia, V.4
  • 24
    • 80054908376 scopus 로고    scopus 로고
    • A web-based pervasive recommendation system for mobile tourist guides
    • D. Gavalas, and M. Kenteris A web-based pervasive recommendation system for mobile tourist guides Personal and Ubiquitous Computing 15 2011 759 770
    • (2011) Personal and Ubiquitous Computing , vol.15 , pp. 759-770
    • Gavalas, D.1    Kenteris, M.2
  • 25
    • 0002549585 scopus 로고    scopus 로고
    • Eigentaste: A constant time collaborative filtering algorithm
    • K. Goldberg, T. Roeder, D. Gupta, and C. Perkins Eigentaste: a constant time collaborative filtering algorithm Information Retrieval 4 2 2001 133 151
    • (2001) Information Retrieval , vol.4 , Issue.2 , pp. 133-151
    • Goldberg, K.1    Roeder, T.2    Gupta, D.3    Perkins, C.4
  • 27
    • 3042829247 scopus 로고    scopus 로고
    • An empirical analysis of design choices in neighborhood-based collaborative filtering algorithms
    • J. Herlocker, J.A. Konstan, and J. Riedl An empirical analysis of design choices in neighborhood-based collaborative filtering algorithms Information Retrieval 5 4 2002 287 310
    • (2002) Information Retrieval , vol.5 , Issue.4 , pp. 287-310
    • Herlocker, J.1    Konstan, J.A.2    Riedl, J.3
  • 28
    • 53849088590 scopus 로고    scopus 로고
    • A Bayesian network and analytic hierarchy process based personalized recommendations for tourist attractions over the Internet
    • Y. Huang, and L. Bian A Bayesian network and analytic hierarchy process based personalized recommendations for tourist attractions over the Internet Expert Systems with Applications 36 1 2009 933 943
    • (2009) Expert Systems with Applications , vol.36 , Issue.1 , pp. 933-943
    • Huang, Y.1    Bian, L.2
  • 32
    • 84904419715 scopus 로고    scopus 로고
    • Leveraging multi-criteria customer feedback for satisfaction analysis and improved recommendations
    • D. Jannach, M. Zanker, and M. Fuchs Leveraging multi-criteria customer feedback for satisfaction analysis and improved recommendations Information Technology & Tourism 14 2 2014 119 149
    • (2014) Information Technology & Tourism , vol.14 , Issue.2 , pp. 119-149
    • Jannach, D.1    Zanker, M.2    Fuchs, M.3
  • 33
    • 84919392856 scopus 로고    scopus 로고
    • Clustering performance comparison using K-means and expectation maximization algorithms
    • Y.G. Jung, M.S. Kang, and J. Heo Clustering performance comparison using K-means and expectation maximization algorithms Biotechnology & Biotechnological Equipment 28 sup1 2014 S44 S48
    • (2014) Biotechnology & Biotechnological Equipment , vol.28 , pp. S44-S48
    • Jung, Y.G.1    Kang, M.S.2    Heo, J.3
  • 34
    • 61649109810 scopus 로고    scopus 로고
    • An ontology-based system for intelligent matching of travellers' needs for Group Package Tours
    • D.N. Kanellopoulos An ontology-based system for intelligent matching of travellers' needs for Group Package Tours International Journal of Digital Culture and Electronic Tourism 1 1 2008 76 99
    • (2008) International Journal of Digital Culture and Electronic Tourism , vol.1 , Issue.1 , pp. 76-99
    • Kanellopoulos, D.N.1
  • 35
    • 84904319712 scopus 로고    scopus 로고
    • CT-planner4: Toward a more user-friendly interactive day-tour planner
    • Springer International Publishing
    • Y. Kurata, and T. Hara CT-planner4: toward a more user-friendly interactive day-tour planner Information and Communication Technologies in Tourism 2014 2013 Springer International Publishing 73 86
    • (2013) Information and Communication Technologies in Tourism 2014 , pp. 73-86
    • Kurata, Y.1    Hara, T.2
  • 37
    • 58349107446 scopus 로고    scopus 로고
    • Ontological recommendation multiagent for Tainan city travel
    • C.S. Lee, Y.C. Chang, and M.H. Wang Ontological recommendation multiagent for Tainan city travel Expert Systems with Applications 36 2009 6740 6753
    • (2009) Expert Systems with Applications , vol.36 , pp. 6740-6753
    • Lee, C.S.1    Chang, Y.C.2    Wang, M.H.3
  • 38
    • 34147129586 scopus 로고    scopus 로고
    • Using recommendation to improve negotiations in agent-based systems
    • M. Lenar, and J. Sobecki Using recommendation to improve negotiations in agent-based systems Journal of Universal Computer Science 13 2 2007 267 286
    • (2007) Journal of Universal Computer Science , vol.13 , Issue.2 , pp. 267-286
    • Lenar, M.1    Sobecki, J.2
  • 46
    • 0037332850 scopus 로고    scopus 로고
    • Non-convex clustering using expectation maximization algorithm with rough set initialization
    • P. Mitra, S.K. Pal, and M.A. Siddiqi Non-convex clustering using expectation maximization algorithm with rough set initialization Pattern Recognition Letters 24 6 2003 863 873
    • (2003) Pattern Recognition Letters , vol.24 , Issue.6 , pp. 863-873
    • Mitra, P.1    Pal, S.K.2    Siddiqi, M.A.3
  • 48
    • 0344564039 scopus 로고    scopus 로고
    • Predicting usage of the Internet for travel bookings: An exploratory study
    • Alastair Morrison, Su Jing, Joseph O'Leary, and Liping Cai Predicting usage of the Internet for travel bookings: an exploratory study Information Technology and Tourism 4 1 2001 15 30
    • (2001) Information Technology and Tourism , vol.4 , Issue.1 , pp. 15-30
    • Morrison, A.1    Jing, S.2    O'Leary, J.3    Cai, L.4
  • 50
    • 0038308417 scopus 로고    scopus 로고
    • Design and development of a fuzzy expert system for hotel selection
    • E.W.T. Ngai, and F.K.T. Wat Design and development of a fuzzy expert system for hotel selection Omega 31 4 2003 275 286
    • (2003) Omega , vol.31 , Issue.4 , pp. 275-286
    • Ngai, E.W.T.1    Wat, F.K.T.2
  • 51
    • 70349874171 scopus 로고    scopus 로고
    • Participation inequality: Encouraging more users to contribute
    • 2006
    • Nielsen J. Participation inequality: encouraging more users to contribute. Jakob Nielsen's alertbox, 2006.
    • Jakob Nielsen's Alertbox
    • Nielsen, J.1
  • 52
    • 84892738217 scopus 로고    scopus 로고
    • Hybrid recommendation approaches for multi-criteria collaborative filtering
    • M. Nilashi, O. bin Ibrahim, and N. Ithnin Hybrid recommendation approaches for multi-criteria collaborative filtering Expert Systems with Applications 41 8 2014 3879 3900
    • (2014) Expert Systems with Applications , vol.41 , Issue.8 , pp. 3879-3900
    • Nilashi, M.1    Bin Ibrahim, O.2    Ithnin, N.3
  • 53
    • 84896388776 scopus 로고    scopus 로고
    • Multi-criteria collaborative filtering with high accuracy using higher order singular value decomposition and Neuro-Fuzzy system
    • M. Nilashi, O. bin Ibrahim, and N. Ithnin Multi-criteria collaborative filtering with high accuracy using higher order singular value decomposition and Neuro-Fuzzy system Knowledge-Based Systems 60 2014 82 101
    • (2014) Knowledge-Based Systems , vol.60 , pp. 82-101
    • Nilashi, M.1    Bin Ibrahim, O.2    Ithnin, N.3
  • 54
    • 84949539198 scopus 로고    scopus 로고
    • Clustering-and regression-based multi-criteria collaborative filtering with incremental updates
    • M. Nilashi, D. Jannach, O. bin Ibrahim, and N. Ithnin Clustering-and regression-based multi-criteria collaborative filtering with incremental updates Information Sciences 2014
    • (2014) Information Sciences
    • Nilashi, M.1    Jannach, D.2    Bin Ibrahim, O.3    Ithnin, N.4
  • 55
    • 84922641858 scopus 로고    scopus 로고
    • Clustering-and regression-based multi-criteria collaborative filtering with incremental updates
    • M. Nilashi, D. Jannach, O. bin Ibrahim, and N. Ithnin Clustering-and regression-based multi-criteria collaborative filtering with incremental updates Information Sciences 293 2015 235 250
    • (2015) Information Sciences , vol.293 , pp. 235-250
    • Nilashi, M.1    Jannach, D.2    Bin Ibrahim, O.3    Ithnin, N.4
  • 61
    • 69949094116 scopus 로고    scopus 로고
    • Understanding accommodation search query formulation: The first step in putting 'heads in beds'
    • Bing Pan, Stephen W. Litvin, and Thomas E. O'Donnell Understanding accommodation search query formulation: the first step in putting 'heads in beds' Journal of Vacation Marketing 13 4 2007 371 381
    • (2007) Journal of Vacation Marketing , vol.13 , Issue.4 , pp. 371-381
    • Pan, B.1    Litvin, S.W.2    O'Donnell, T.E.3
  • 62
    • 79958180229 scopus 로고    scopus 로고
    • The dynamics of search engine marketing for tourist destinations
    • Bing Pan, Zheng Xiang, Daniel R. Fesenmaier, and Rob Law The dynamics of search engine marketing for tourist destinations Journal of Travel Research 50 4 2011 365 377
    • (2011) Journal of Travel Research , vol.50 , Issue.4 , pp. 365-377
    • Pan, B.1    Xiang, Z.2    Fesenmaier, D.R.3    Law, R.4
  • 63
    • 0033325071 scopus 로고    scopus 로고
    • A framework for collaborative, content-based and demographic filtering
    • M. Pazzani A framework for collaborative, content-based and demographic filtering Artificial Intelligence Review 1999
    • (1999) Artificial Intelligence Review
    • Pazzani, M.1
  • 64
    • 0001820920 scopus 로고    scopus 로고
    • X-means: Extending K-means with efficient estimation of the number of clusters
    • Pelleg, D. and Moore, A. W. X-means: extending K-means with efficient estimation of the number of clusters. In ICML, 2000, 727-734.
    • (2000) ICML , pp. 727-734
    • Pelleg, D.1    Moore, A.W.2
  • 68
    • 84949531757 scopus 로고    scopus 로고
    • Fuzzy MADM method for decision support system based on artificial neural network to water quality assessment in Surabaya river
    • B. Prihasto, M.I. Irawan, and A. Masduqi Fuzzy MADM method for decision support system based on artificial neural network to water quality assessment in Surabaya river Journal of Soft Computing and Decision Support Systems 1 1 2014 24 29
    • (2014) Journal of Soft Computing and Decision Support Systems , vol.1 , Issue.1 , pp. 24-29
    • Prihasto, B.1    Irawan, M.I.2    Masduqi, A.3
  • 70
    • 34249988177 scopus 로고    scopus 로고
    • Acquiring and revising preferences in a critique-based mobile recommender system
    • F. Ricci, and Q.N. Nguyen Acquiring and revising preferences in a critique-based mobile recommender system Intelligent Systems, IEEE 22 3 2007 22 29
    • (2007) Intelligent Systems, IEEE , vol.22 , Issue.3 , pp. 22-29
    • Ricci, F.1    Nguyen, Q.N.2
  • 71
    • 10044271405 scopus 로고    scopus 로고
    • Case base querying for travel planning recommendation
    • F. Ricci, and H. Werthner Case base querying for travel planning recommendation Information Technology & Tourism 4 3/4 2002 215 226
    • (2002) Information Technology & Tourism , vol.4 , Issue.3-4 , pp. 215-226
    • Ricci, F.1    Werthner, H.2
  • 74
    • 84865075276 scopus 로고    scopus 로고
    • Research note-The halo effect in multicomponent ratings and its implications for recommender systems: The case of Yahoo! movies
    • N. Sahoo, R. Krishnan, G. Duncan, and J. Callan Research note-the halo effect in multicomponent ratings and its implications for recommender systems: the case of Yahoo! movies Information Systems Research 23 1 2012 231 246
    • (2012) Information Systems Research , vol.23 , Issue.1 , pp. 231-246
    • Sahoo, N.1    Krishnan, R.2    Duncan, G.3    Callan, J.4
  • 78
    • 79960835574 scopus 로고    scopus 로고
    • A hybrid trust-enhanced collaborative filtering recommendation approach for personalized government-to-business e-services
    • Q. Shambour, and J. Lu A hybrid trust-enhanced collaborative filtering recommendation approach for personalized government-to-business e-services International Journal of Intelligent Systems 26 2011 814 843
    • (2011) International Journal of Intelligent Systems , vol.26 , pp. 814-843
    • Shambour, Q.1    Lu, J.2
  • 81
    • 1942516799 scopus 로고    scopus 로고
    • Flexible mixture model for collaborative filtering
    • Si, L.; and Jin, R. Flexible mixture model for collaborative filtering. In ICML, Vol. 3, 2003, 704-711.
    • (2003) ICML , vol.3 , pp. 704-711
    • Si, L.1    Jin, R.2
  • 82
    • 84992791109 scopus 로고    scopus 로고
    • The impact of information technology on future management of lodging operations: A Delphi study to predict key technological events in 2007 and 2027
    • Arjun J. Singh, and Michael L Kasavana The impact of information technology on future management of lodging operations: a Delphi study to predict key technological events in 2007 and 2027 Tourism & Hospitality Research 6 1 2005 24 37
    • (2005) Tourism & Hospitality Research , vol.6 , Issue.1 , pp. 24-37
    • Singh, A.J.1    Kasavana, M.L.2
  • 83
    • 33744902150 scopus 로고    scopus 로고
    • Intelligent interactive information presentation for cultural tourism
    • Springer Netherlands
    • O. Stock, E. Not, and M. Zancanaro Intelligent interactive information presentation for cultural tourism Multimodal Intelligent Information Presentation 2005 Springer Netherlands 95 111
    • (2005) Multimodal Intelligent Information Presentation , pp. 95-111
    • Stock, O.1    Not, E.2    Zancanaro, M.3
  • 84
    • 84949538562 scopus 로고    scopus 로고
    • Henrik Stormer, Nicolas Werro and Daniel Risch CollECTeR Europe 2006
    • Henrik Stormer, Nicolas Werro and Daniel Risch. Recommending Products with a Fuzzy Classification. CollECTeR Europe 2006, 2006.
    • Recommending Products with A Fuzzy Classification
  • 85
    • 67649562813 scopus 로고    scopus 로고
    • The pedagogical value of papers: A collaborative-filtering based paper recommender
    • T.Y. Tang, and G. McCalla The pedagogical value of papers: a collaborative-filtering based paper recommender Journal of Digital Information 10 2 2009
    • (2009) Journal of Digital Information , vol.10 , Issue.2
    • Tang, T.Y.1    McCalla, G.2
  • 86
  • 87
    • 33745962656 scopus 로고    scopus 로고
    • Intelligent one-stop-shop travel recommendations using an adaptive neural network and clustering of history
    • M. Wallace, I. Maglogiannis, K. Karpouzis, G. Kormentzas, and S. Kollias Intelligent one-stop-shop travel recommendations using an adaptive neural network and clustering of history Information Technology & Tourism 6 3 2003 181 193
    • (2003) Information Technology & Tourism , vol.6 , Issue.3 , pp. 181-193
    • Wallace, M.1    Maglogiannis, I.2    Karpouzis, K.3    Kormentzas, G.4    Kollias, S.5
  • 88
    • 84875351178 scopus 로고    scopus 로고
    • Investigating the influence of tourism on economic growth and carbon emissions: Evidence from panel analysis of the European Union
    • J. Wan Lee, and T. Brahmasrene Investigating the influence of tourism on economic growth and carbon emissions: evidence from panel analysis of the European Union Tourism Management 38 2013 69 76
    • (2013) Tourism Management , vol.38 , pp. 69-76
    • Wan Lee, J.1    Brahmasrene, T.2
  • 89
    • 0036072124 scopus 로고    scopus 로고
    • Defining the virtual tourist community: Implications for tourism marketing
    • Y. Wang, Q. Yu, and R.D. Fesenmaier Defining the virtual tourist community: Implications for tourism marketing Tourism Management 23 4 2002 407 417
    • (2002) Tourism Management , vol.23 , Issue.4 , pp. 407-417
    • Wang, Y.1    Yu, Q.2    Fesenmaier, R.D.3
  • 93
    • 78649863925 scopus 로고    scopus 로고
    • Travel queries on cities in the United States: Implications for search engine marketing for tourist destinations
    • Zheng Xiang, and Bing Pan Travel queries on cities in the United States: implications for search engine marketing for tourist destinations Tourism Management 32 1 2010 88 97
    • (2010) Tourism Management , vol.32 , Issue.1 , pp. 88-97
    • Xiang, Z.1    Pan, B.2
  • 94
    • 0038220049 scopus 로고    scopus 로고
    • Fuzzy logic methods in recommender systems
    • R.R. Yager Fuzzy logic methods in recommender systems Fuzzy Sets and Systems 136 2 2003 133 149
    • (2003) Fuzzy Sets and Systems , vol.136 , Issue.2 , pp. 133-149
    • Yager, R.R.1
  • 95
    • 84855945024 scopus 로고    scopus 로고
    • A careful assessment of recommendation algorithms related to dimension reduction techniques
    • C.X. Yin, and Q.K. Peng A careful assessment of recommendation algorithms related to dimension reduction techniques Knowledge-Based Systems 27 2012 407 423
    • (2012) Knowledge-Based Systems , vol.27 , pp. 407-423
    • Yin, C.X.1    Peng, Q.K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.