Recommender system application developments: A survey

Bobadilla, 2013, Recommender systems survey, Knowledge-Based Systems, 46, 109, 10.1016/j.knosys.2013.03.012

Resnick, 1997, Recommender systems, Communications of the ACM, 40, 56, 10.1145/245108.245121

Adomavicius, 2005, Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions, IEEE Transactions on Knowledge and Data Engineering, 17, 734, 10.1109/TKDE.2005.99

Goldberg, 1992, Using collaborative filtering to weave an information tapestry, Communications of the ACM, 35, 61, 10.1145/138859.138867

Schafer, 2007, Collaborative filtering recommender systems, 291

Pazzani, 2007, Content-based recommendation systems, 325

Burke, 2000, Knowledge-based recommender systems, Encyclopedia of Library and Information Systems, 69, 175

He, 2010, A social network-based recommender system (SNRS), 47

Zhang, 2013, A hybrid fuzzy-based personalized recommender system for telecom products/services, Information Sciences, 235, 117, 10.1016/j.ins.2013.01.025

Lu, 2013, A web-based personalized business partner recommendation system using fuzzy semantic techniques, Computational Intelligence, 29, 37, 10.1111/j.1467-8640.2012.00427.x

Adomavicius, 2011, Context-aware recommender systems, 217

Masthoff, 2011, Group recommender systems: combining individual models, 677

Park, 2012, A literature review and classification of recommender systems research, Expert Systems with Applications, 39, 10059, 10.1016/j.eswa.2012.02.038

Burke, 2002, Hybrid recommender systems: survey and experiments, User Modeling and User-Adapted Interaction, 12, 331, 10.1023/A:1021240730564

Lü, 2012, Recommender systems, Physics Reports, 519, 1, 10.1016/j.physrep.2012.02.006

Wei, 2007, A survey of e-commerce recommender systems, 1

Schafer, 2001, E-commerce recommendation applications, 115

Bobadilla, 2009, Collaborative filtering adapted to recommender systems of e-learning, Knowledge-Based Systems, 22, 261, 10.1016/j.knosys.2009.01.008

Deshpande, 2004, Item-based top-N recommendation algorithms, ACM Transactions on Information Systems (TOIS), 22, 143, 10.1145/963770.963776

Sarwar, 2001, Item-based collaborative filtering recommendation algorithms, 285

Resnick, 1994, GroupLens: an open architecture for collaborative filtering of netnews, 175

Shambour, 2011, A hybrid trust-enhanced collaborative filtering recommendation approach for personalized government-to-business e-services, International Journal of Intelligence Systems, 26, 814, 10.1002/int.20495

Nilashi, 2014, Multi-criteria collaborative filtering with high accuracy using higher order singular value decomposition and Neuro-Fuzzy system, Knowledge-Based Systems, 60, 82, 10.1016/j.knosys.2014.01.006

Smyth, 2007, Case-based recommendation, 342

Middleton, 2009, Ontology-based recommender systems, 779

Cantador, 2008, A multilayer ontology-based hybrid recommendation model, AI Communications, 21, 203, 10.3233/AIC-2008-0437

Burke, 2007, Hybrid web recommender systems, 377

Mobasher, 2004, Semantically enhanced collaborative filtering on the web, 57

Smyth, 2000, A personalised TV listings service for the digital TV age, Knowledge-Based Systems, 13, 53, 10.1016/S0950-7051(00)00046-0

Billsus, 2000, User modeling for adaptive news access, User Modeling and User-Adapted Interaction, 10, 147, 10.1023/A:1026501525781

Wilson, 2003, Sparsity reduction in collaborative recommendation: a case-based approach, International Journal of Pattern Recognition and Artificial Intelligence, 17, 863, 10.1142/S0218001403002678

O'Sullivan, 2004, Preserving recommender accuracy and diversity in sparse datasets, International Journal on Artificial Intelligence Tools, 13, 219, 10.1142/S0218213004001491

Pazzani, 1999, A framework for collaborative, content-based and demographic filtering, Artificial Intelligence Review, 13, 393, 10.1023/A:1006544522159

Bellogin, 2013, An empirical comparison of social, collaborative filtering, and hybrid recommenders, ACM Transactions on Intelligent Systems and Technology (TIST), 4, 1, 10.1145/2414425.2414439

Amatriain, 2011, Data mining methods for recommender systems, 39

Yu, 2004, A nonparametric hierarchical bayesian framework for information filtering, 353

Hsu, 2007, AIMED — a personalized TV recommendation system, 166

Christakou, 2007, A hybrid movie recommender system based on neural networks, International Journal on Artificial Intelligence Tools, 16, 771, 10.1142/S0218213007003540

Xue, 2005, Scalable collaborative filtering using cluster-based smoothing, 114

Shinde, 2012, Hybrid personalized recommender system using centering-bunching based clustering algorithm, Expert Systems with Applications, 39, 1381, 10.1016/j.eswa.2011.08.020

Ghazanfar, 2014, Leveraging clustering approaches to solve the gray-sheep users problem in recommender systems, Expert Systems with Applications, 41, 3261, 10.1016/j.eswa.2013.11.010

Kim, 2008, A recommender system using GA K-means clustering in an online shopping market, Expert Systems with Applications, 34, 1200, 10.1016/j.eswa.2006.12.025

Bobadilla, 2011, Improving collaborative filtering recommender system results and performance using genetic algorithms, Knowledge-Based Systems, 24, 1310, 10.1016/j.knosys.2011.06.005

Al-Shamri, 2008, Fuzzy-genetic approach to recommender systems based on a novel hybrid user model, Expert Systems with Applications, 35, 1386, 10.1016/j.eswa.2007.08.016

Zenebe, 2009, Representation, similarity measures and aggregation methods using fuzzy sets for content-based recommender systems, Fuzzy Sets and Systems, 160, 76, 10.1016/j.fss.2008.03.017

Yager, 2003, Fuzzy logic methods in recommender systems, Fuzzy Sets and Systems, 136, 133, 10.1016/S0165-0114(02)00223-3

Zhan, 2010, Privacy-preserving collaborative recommender systems, IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews, 40, 472, 10.1109/TSMCC.2010.2040275

Cao, 2007, An intelligent fuzzy-based recommendation system for consumer electronic products, Expert Systems with Applications, 33, 230, 10.1016/j.eswa.2006.04.012

Cornelis, 2007, One-and-only item recommendation with fuzzy logic techniques, Information Sciences, 177, 4906, 10.1016/j.ins.2007.07.001

Porcel, 2009, A recommender system for research resources based on fuzzy linguistic modeling, Expert Systems with Applications, 36, 5173, 10.1016/j.eswa.2008.06.038

Ben-Shimon, 2007, Recommender system from personal social networks, 47

Ziegler, 2004, Analyzing correlation between trust and user similarity in online communities, 251

Massa, 2004, Trust-aware collaborative filtering for recommender systems, 492

Golbeck, 2005

Hwang, 2007, Using trust in collaborative filtering recommendation, 1052

Shiratsuchi, 2006, Finding unknown interests utilizing the wisdom of crowds in a social bookmark service, 421

Woerndl, 2007, Utilizing physical and social context to improve recommender systems, 123

Ma, 2011, Improving recommender systems by incorporating social contextual information, 29, 9

Hwang, 2010, Coauthorship networks and academic literature recommendation, Electronic Commerce Research and Applications, 9, 323, 10.1016/j.elerap.2010.01.001

Palau, 2004, Collaboration analysis in recommender systems using social networks, 137

O'Donovan, 2005, Trust in recommender systems, 167

Dey, 2001, A conceptual framework and a toolkit for supporting the rapid prototyping of context-aware applications, Human-Computer Interaction, 16, 97, 10.1207/S15327051HCI16234_02

Woerndl, 2009, Context-aware recommender systems in mobile scenarios, International Journal of Information Technology and Web Engineering, 4, 67, 10.4018/jitwe.2009010105

Stabb, 2002, Intelligent systems for tourism, IEEE Intelligent Systems, 17, 53, 10.1109/MIS.2002.1134362

Verbert, 2012, Context-aware recommender systems for learning: a survey and future challenges, IEEE Transactions on Learning Technologies, 5, 318, 10.1109/TLT.2012.11

Jameson, 2007, Recommendation to groups, 596

Garcia, 2014, A negotiation framework for heterogeneous group recommendation, Expert Systems with Applications, 41, 1245, 10.1016/j.eswa.2013.07.111

Quijano-Sanchez, 2013, Social factors in group recommender systems, 4, 1

O'Connor, 2002, PolyLens: a recommender system for groups of users, 199

Masthoff, 2004, Group modeling: selecting a sequence of television items to suit a group of viewers, User Modelling and User-Adapted Interaction, 14, 37, 10.1023/B:USER.0000010138.79319.fd

Popescu, 2013, Group recommender systems as a voting problem, 412

Jameson, 2004, Two methods for enhancing mutual awareness in a group recommender system, 447

McCarthy, 2006, CATS: a synchronous approach to collaborative group recommendation, 86

Guo, 2007, Intelligent e-government services with personalized recommendation techniques, International Journal of Intelligence Systems, 22, 401, 10.1002/int.20206

Terán, 2010, A fuzzy recommender system for eElections, 62

De Meo, 2008, A decision support system for designing new services tailored to citizen profiles in a complex and distributed e-government scenario, Data and Knowledge Engineering, 67, 161, 10.1016/j.datak.2008.06.005

Esteban, 2014, TPLUFIB-WEB: a fuzzy linguistic Web system to help in the treatment of low back pain problems

Cornelis, 2005, A fuzzy relational approach to event recommendation, 2231

Lu, 2010, BizSeeker: a hybrid semantic recommendation system for personalized government-to-business e-services, Internet Research, 20, 342, 10.1108/10662241011050740

Wu, 2015, A fuzzy preference tree-based recommender system for personalized business-to-business e-services, IEEE Transactions on Fuzzy Systems, 23, 29, 10.1109/TFUZZ.2014.2315655

Shambour, 2012, A trust-semantic fusion-based recommendation approach for e-business applications, Decision Support Systems, 54, 768, 10.1016/j.dss.2012.09.005

Lee, 2006, An ontology-based product recommender system for B2B marketplaces, International Journal of Electronic Commerce, 11, 125, 10.2753/JEC1086-4415110206

Wang, 2008, Recommending trusted online auction sellers using social network analysis, Expert Systems with Applications, 34, 1666, 10.1016/j.eswa.2007.01.045

De la Rosa, 2011, A negotiation-style recommender based on computational ecology in open negotiation environments, IEEE Transactions on Industrial Electronics, 58, 2073, 10.1109/TIE.2009.2027917

Gonzalez-Carrasco, 2012, PB-ADVISOR: a private banking multi-investment portfolio advisor, Information Sciences, 206, 63, 10.1016/j.ins.2012.04.008

Nanopoulos, 2010, Musicbox: personalized music recommendation based on cubic analysis of social tags, IEEE Transactions on Audio, Speech and Language Processing, 18, 407, 10.1109/TASL.2009.2033973

Huang, 2004, A graph model for e-commerce recommender systems, Journal of the American Society of Information Science and Technology, 55, 259, 10.1002/asi.10372

Burke, 1999, The wasabi personal shopper: a case-based recommender system, 844

Mooney, 2000, Content-based book recommending using learning for text categorization, 195

Tan, 2011, Using rich social media information for music recommendation via hypergraph model, ACM Transactions on Multimedia Computing, Communications, and Applications, 7S, 1, 10.1145/2037676.2037679

McCarthy, 2004, Thinking positively-explanatory feedback for conversational recommender systems, 115

Garfinkel, 2006, Design of a shopbot and recommender system for bundle purchases, Decision Support Systems, 42, 1974, 10.1016/j.dss.2006.05.005

Lawrence, 2001, Personalization of supermarket product recommendations, Data Mining and Knowledge Discovery, 5, 11, 10.1023/A:1009835726774

Goncalves, 2004, Streams, structures, spaces, scenarios, societies (5S): a formal model for digital libraries, 22, 270

Porcel, 2010, Dealing with incomplete information in a fuzzy linguistic recommender system to disseminate information in university digital libraries, Knowledge-Based Systems, 23, 32, 10.1016/j.knosys.2009.07.007

Balabanovic, 1997, Fab: content-based, collaborative recommendation, Communications of the ACM, 40, 66, 10.1145/245108.245124

Renda, 2005, A personalized collaborative digital library environment: a model and an application, Information Processing & Management, 41, 5, 10.1016/j.ipm.2004.04.007

Porcel, 2009, A multi-disciplinary recommender system to advice research resources in university digital libraries, Expert Systems with Applications, 36, 12520, 10.1016/j.eswa.2009.04.038

Serrano-Guerrero, 2011, A google wave-based fuzzy recommender system to disseminate information in university digital libraries 2.0, Information Sciences, 181, 1503, 10.1016/j.ins.2011.01.012

Zaiane, 2002, Building a recommender agent for e-learning systems, vol. 51, 55

Lu, 2004, A personalized e-learning material recommender system

Romero, 2009, Applying web usage mining for personalizing hyperlinks in web-based adaptive educational systems, Computers & Education, 53, 828, 10.1016/j.compedu.2009.05.003

Chen, 2004, A personalized courseware recommendation system based on fuzzy item response theory, 305

Chen, 2008, Personalized web-based tutoring system based on fuzzy item response theory, Expert Systems with Applications, 34, 2298, 10.1016/j.eswa.2007.03.010

Capuano, 2014, Elicitation of latent learning needs through learning goals recommendation, Computers in Human Behavior, 30, 663, 10.1016/j.chb.2013.07.036

Farzan, 2006, Social navigation support in a course recommendation system, 91

Drachsler, 2008, Personal recommender systems for learners in lifelong learning networks: the requirements, techniques and model, International Journal of Learning Technology, 3, 404, 10.1504/IJLT.2008.019376

Cobos, 2013, A hybrid system of pedagogical pattern recommendations based on singular value decomposition and variable data attributes, Information Processing & Management, 49, 607, 10.1016/j.ipm.2012.12.002

Santos, 2014, Extending web-based educational systems with personalised support through user centred designed recommendations along the e-learning life cycle, Science of Computer Programming, 88, 92, 10.1016/j.scico.2013.12.004

Biletskiy, 2009, An adjustable personalization of search and delivery of learning objects to learners, Expert Systems with Applications, 36, 9113, 10.1016/j.eswa.2008.12.038

Burke, 1996, Knowledge-based navigation of complex information spaces, 462

Hung-Wen, 2004, A personalized restaurant recommender agent for mobile e-service, 259

Pashtan, 2003, CATIS: a context-aware tourist information system

Martinez, 2009, Reja: a georeferenced hybrid recommender system for restaurants, 187

Lucas, 2013, A hybrid recommendation approach for a tourism system, Expert Systems with Applications, 40, 3532, 10.1016/j.eswa.2012.12.061

Moreno, 2013, SigTur/E-destination: ontology-based personalized recommendation of tourism and leisure activities, Engineering Applications of Artificial Intelligence, 26, 633, 10.1016/j.engappai.2012.02.014

Ruotsalo, 2013, SMARTMUSEUM: a mobile recommender system for the web of data, Web Semantics: Science, Services and Agents on the World Wide Web, 20, 50, 10.1016/j.websem.2013.03.001

Yang, 2013, iTravel: a recommender system in mobile peer-to-peer environment, Journal of Systems and Software, 86, 12, 10.1016/j.jss.2012.06.041

Fesenmaier, 2003, DIETORECS: travel advisory for multiple decision styles, Information and Communication Technologies in Tourism, 2003, 232

Avesani, 2005, Moleskiing.it: a trust-aware recommender system for ski mountaineering, International Journal for Infonomics, 20

Console, 2003, Personalized and adaptive services on board a car: an application for tourist information, Journal of Intelligent Information System, 21, 249, 10.1023/A:1025506816422

García-Crespo, 2009, SPETA: social pervasive e-tourism advisor, Telematics and Informatics, 26, 306, 10.1016/j.tele.2008.11.008

Schiaffino, 2009, Building an expert travel agent as a software agent, Expert Systems with Applications, 36, 1291, 10.1016/j.eswa.2007.11.032

Zheng, 2011, A recommender system based on tag and time information for social tagging systems, Expert Systems with Applications, 38, 4575, 10.1016/j.eswa.2010.09.131

Jäschke, 2007, Tag recommendations in folksonomies, 506

Hotho, 2006, Information retrieval in folksonomies: search and ranking, 411

Gemmell, 2009, Improving folkrank with item-based collaborative filtering

Smyth, 2000, A personalized television listings service, Communications of the ACM, 43, 107, 10.1145/345124.345161

Ali, 2004, TiVo: making show recommendations using a distributed collaborative filtering architecture, 394

Bjelica, 2010, Towards TV recommender system: experiments with user modeling, IEEE Transactions on Consumer Electronics, 56, 1763, 10.1109/TCE.2010.5606323

Hyeong-Joon, 2011, Personalized smart TV program recommender based on collaborative filtering and a novel similarity method, IEEE Transactions on Consumer Electronics, 57, 1416, 10.1109/TCE.2011.6018902

Barragáns-Martínez, 2010, A hybrid content-based and item-based collaborative filtering approach to recommend TV programs enhanced with singular value decomposition, Information Sciences, 180, 4290, 10.1016/j.ins.2010.07.024

Mobasher, 2000, Automatic personalization based on Web usage mining, Communications of the ACM, 43, 142, 10.1145/345124.345169

Zimmerman, 2004, 27

Fernandez, 2006, AVATAR: an improved solution for personalized TV based on semantic inference, IEEE Transactions on Consumer Electronics, 52, 223

Moukas, 1998, Amalthaea: an evolving multi-agent information filtering and discovery system for the WWW, Autonomous Agents and Multi-Agent Systems, 1, 59, 10.1023/A:1010094506174

Moukas, 1997, Amalthaea: information discovery and filtering using a multiagent evolving ecosystem, Applied Artificial Intelligence, 11, 437, 10.1080/088395197118127

Asnicar, 1997, ifWeb: a prototype of user model-based intelligent agent for document filtering and navigation in the World Wide Web, 3

Goldberg, 2001, Eigentaste: a constant time collaborative filtering algorithm, Information Retrieval, 4, 133, 10.1023/A:1011419012209

Konstan, 1997, GroupLens: applying collaborative filtering to usenet news, Communications of the ACM, 40, 77, 10.1145/245108.245126

Middleton, 2004, Ontological user profiling in recommender systems, 22, 54

Jalali, 2010, WebPUM: a web-based recommendation system to predict user future movements, Expert Systems with Applications, 37, 6201, 10.1016/j.eswa.2010.02.105

Nguyen, 2013, Web-page recommendation based on web usage and domain knowledge, IEEE Transactions on Knowledge and Data Engineering, 1041

Krulwich, 1997, Lifestyle finder: intelligent user profiling using large-scale demographic data, AI Magazine, 18, 37

Chesnevar, 2004, ArgueNet: an argument-based recommender system for solving Web search queries, 281, 282

Miller, 2004, PocketLens: toward a personal recommender system, 22, 437

Salter, 2006, CinemaScreen recommender agent: combining collaborative and content-based filtering, IEEE Intelligent Systems, 21, 35, 10.1109/MIS.2006.4

Hauver, 2001, Flycasting: using collaborative filtering to generate a playlist for online radio, 123

Hayes, 2001, Smart radio—community based music radio, Knowledge-Based Systems, 14, 197, 10.1016/S0950-7051(01)00097-1

Lemire, 2003, RACOFI: a rule-applying collaborative filtering system, 2003

Celma, 2008, FOAFing the music: bridging the semantic gap in music recommendation, Web Semantics: Science, Services and Agents on the World Wide Web, 6, 250, 10.1016/j.websem.2008.09.004

Melville, 2002, 187

Lee, 2010, Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations, Information Sciences, 180, 2142, 10.1016/j.ins.2010.02.004

Smyth, 2006, Anonymous personalization in collaborative web search, Information Retrieval, 9, 165, 10.1007/s10791-006-7148-z

Freyne, 2004, Further experiments on collaborative ranking in community-based web search, Artificial Intelligence Review, 21, 229, 10.1023/B:AIRE.0000036257.77059.40

Smyth, 2004, Exploiting query repetition and regularity in an adaptive community-based web search engine, User Modeling and User-Adapted Interaction, 14, 383, 10.1007/s11257-004-5270-4

Kim, 2010, A group recommendation system for online communities, International Journal of Information Management, 30, 212, 10.1016/j.ijinfomgt.2009.09.006

Sharon, 2003, A zero-input interface for leveraging group experience in web browsing, 290

McCarthy, 1998, MusicFX: an arbiter of group preferences for computer supported collaborative workouts, 363

Crossen, 2002, 184

Chao, 2003, Information immune systems, Genetic Programming and Evolvable Machines, 4, 311, 10.1023/A:1026139027539

Recio-Garcia, 2009, Personality aware recommendations to groups, 325

Ardissono, 2003, Intrigue: personalized recommendation of tourist attractions for desktop and hand held devices, Applied Artificial Intelligence, 17, 687, 10.1080/713827254

McCarthy, 2002, Pocket restaurant finder: a situated recommender systems for groups

Salam, 2012, Generating recommendations for consensus negotiation in group personalization services, Personal and Ubiquitous Computing, 16, 597, 10.1007/s00779-011-0413-1

Ardissono, 2005, A multi-agent infrastructure for developing personalized web-based systems, ACM Transactions on Internet Technology (TOIT), 5, 47, 10.1145/1052934.1052936

Garcia, 2009, A group recommender system for tourist activities, 26

Garcia, 2011, On the design of individual and group recommender systems for tourism, Expert Systems with Applications, 38, 7683, 10.1016/j.eswa.2010.12.143

Lorenzi, 2008, Optimizing preferences within groups: a case study on travel recommendation, 103

Jameson, 2004, More than the sum of its members: challenges for group recommender systems, 48

Goren-Bar, 2004, FIT-recommending TV programs to family members, Computers and Graphics, 28, 149, 10.1016/j.cag.2003.12.003

Yu, 2006, TV program recommendation for multiple viewers based on user profile merging, User Modeling and User-Adapted Interaction, 16, 63, 10.1007/s11257-006-9005-6

Vildjiounaite, 2009, Unobtrusive dynamic modelling of TV programme preferences in a Finnish household, Multimedia Systems, 15, 143, 10.1007/s00530-009-0157-1

Ge, 2010, An energy-efficient mobile recommender system, 899

Gama, 2014, A survey on concept drift adaptation, ACM Computing Surveys (CSUR), 46, 1, 10.1145/2523813

Koren, 2010, Collaborative filtering with temporal dynamics, Communications of the ACM, 53, 89, 10.1145/1721654.1721677

Pan, 2010, Transfer learning in collaborative filtering for sparsity reduction, 230