SMARTMUSEUM: A mobile recommender system for the Web of Data

Journal of Web Semantics

Volumn 20, Issue , 2013, Pages 50-67

  Ruotsalo, Tuukka ^a,b   Haav, Krister ^g   Stoyanov, Antony ^f   Roche, Sylvain ^e   Fani, Elena ^d   Deliai, Romina ^c   Mäkelä, Eetu ^a   Kauppinen, Tomi ^a   Hyvönen, Eero ^a  

^a AALTO UNIVERSITY   (Finland)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c Malta Heritage Malta Malta ^*  (Malta)

^d Museo Galileo   (Italy)

^e INRIA   (France)

^f Melon Technologies Ltd   (Bulgaria)

^g Apprise Ltd   (Estonia)

Author keywords

Cultural heritage; Information retrieval; Mobile systems; Recommender systems; Semantic Web; Web of Data

Indexed keywords

CULTURAL HERITAGES; LABORATORY EXPERIMENTS; MOBILE RECOMMENDER SYSTEMS; MOBILE SYSTEMS; RECOMMENDATION PERFORMANCE; SEARCH RESULT CLUSTERING; SEMANTIC WEB LANGUAGES; WEB OF DATUM;

INFORMATION RETRIEVAL; MOBILE TELECOMMUNICATION SYSTEMS; SEARCH ENGINES; SEMANTIC WEB; WORLD WIDE WEB;

RECOMMENDER SYSTEMS;

EID: 84880324837     PISSN: 15708268     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.websem.2013.03.001     Document Type: Article

References (69)

1. M. Weiser The computer for the 21st century SIGMOBILE Mob. Comput. Commun. Rev. 3 1999 3 11
2. A.M. Hinze, C. Chang, and D.M. Nichols Contextual queries express mobile information needs Proceedings of the 12th International Conference on Human Computer Interaction with Mobile Devices and Services MobileHCI'10 2010 ACM New York, NY, USA 327 336
3. G. Abowd, C. Atkeson, J. Hong, S. Long, R. Kooper, and M. Pinkerton Cyberguide: a mobile context-aware tour guide Wirel. Netw. 3 1997 421 433
4. G. Adomavicius, R. Sankaranarayanan, S. Sen, and A. Tuzhilin Incorporating contextual information in recommender systems using a multidimensional approach ACM Trans. Inf. Syst. 23 1 2005 103 145
5. Y. Wang, N. Stash, L. Aroyo, P. Gorgels, L. Rutledge, and G. Schreiber Recommendations based on semantically enriched museum collections Web Semant. Sci. Serv. Agents World Wide Web 6 4 2008 283 290 Semantic Web Challenge 2006/2007
6. T. Ruotsalo, and E. Hyvönen A method for determining ontology-based semantic relevance Proceedings of the International Conference on Database and Expert Systems Applications DEXA 2007 2007 Springer-Verlag Regensburg, Germany
7. F. Bobillo, M. Delgado, and J. Gómez-Romero Representation of context-dependant knowledge in ontologies: a model and an application Expert Syst. Appl. 35 4 2008 1899 1908
8. M. Satyanarayanan Pervasive computing: vision and challenges IEEE Pers. Commun. 8 4 2001 10 17
9. M. Kamvar, and S. Baluja Deciphering trends in mobile search Computer 40 2007 58 62
10. N.F. Noy Semantic integration: a survey of ontology-based approaches SIGMOD Rec. 33 2004 65 70
11. M. Michalowski, J. Ambite, S. Thakkar, R. Tuchinda, C. Knoblock, and S. Minton Retrieving and semantically integrating heterogeneous data from the Web IEEE Intell. Syst. 19 3 2004 72 79
12. J. Bower, and S. Filippini-Fantoni Personalization and the web from a museum perspective D. Bearman, J. Trant, Proceedings of Museums and the Web 2004 Archives and Museum Informatics Washington DC, Arlington VA, USA
13. D. Brickley, R.V. Guha, RDF vocabulary description language 1.0: RDF schema W3C recommendation 10 February 2004, Recommendation, World Wide Web Consortium, 2004.
14. C. Rocchi, O. Stock, M. Zancanaro, M. Kruppa, and A. Krüger The museum visit: generating seamless personalized presentations on multiple devices Proceedings of the 9th International Conference on Intelligent User Interfaces IUI'04 2004 ACM New York, NY, USA 316 318
15. D. Raptis, N. Tselios, and N. Avouris Context-based design of mobile applications for museums: a survey of existing practices Proceedings of the 7th International Conference on Human Computer Interaction with Mobile Devices & Services MobileHCI'05 2005 ACM New York, NY, USA 153 160
16. A. Krüger, J. Baus, D. Heckmann, M. Kruppa, and R. Wasinger The Adaptive Web 2007 Springer-Verlag Berlin, Heidelberg 521 549
17. W. van Hage, N. Stash, Y. Wang, and L. Aroyo Finding your way through the Rijksmuseum with an adaptive mobile museum guide L. Aroyo, G. Antoniou, E. Hyvönen, A. Teije, H. Stuckenschmidt, L. Cabral, T. Tudorache, The Semantic Web: Research and Applications Lecture Notes in Computer Science vol. 6088 2010 Springer Berlin, Heidelberg 46 59
18. I. Roes, N. Stash, Y. Wang, and L. Aroyo A personalized walk through the museum: the CHIP interactive tour guide Proceedings of the 27th International Conference Extended Abstracts on Human Factors in Computing Systems CHI EA'09 2009 ACM New York, NY, USA 3317 3322
19. G. Schreiber, A. Amin, L. Aroyo, M. van Assem, V. de Boer, L. Hardman, M. Hildebrand, B. Omelayenko, J. van Ossenbruggen, A. Tordai, J. Wielemaker, and B.J. Wielinga Semantic annotation and search of cultural-heritage collections: the MultimediaN e-culture demonstrator Web Semant. Sci. Serv. Agents World Wide Web 6 4 2008 243 249
20. E. Mäkelä, E. Hyvönen, and T. Ruotsalo How to deal with massively heterogeneous cultural heritage data-lessons learned in CultureSampo Sem. Web - Interoperab. Usab. Applicab. 3 1 2012
21. L. Zhang, Y. Yu, J. Zhou, C. Lin, and Y. Yang An enhanced model for searching in semantic portals Proceedings of the 14th International Conference on World Wide Web WWW'05 2005 ACM New York, NY, USA 453 462
22. N. Stojanovic, A. Maedche, S. Staab, R. Studer, and Y. Sure Seal: a framework for developing semantic portals Proceedings of the 1st International Conference on Knowledge Capture K-CAP'01 2001 ACM New York, NY, USA 155 162
23. D.A. Quan, and R. Karger How to make a semantic web browser Proceedings of the 13th International Conference on World Wide Web WWW'04 2004 ACM New York, NY, USA 255 265
24. E. Mäkelä, K. Viljanen, O. Alm, J. Tuominen, O. Valkeapää, T. Kauppinen, J. Kurki, R. Sinkkilä, T. Känsälä, R. Lindroos, O. Suominen, T. Ruotsalo, E. Hyvönen, Enabling the semantic web with ready-to-use web widgets, in: Proceedings of the First Industrial Results of Semantic Technologies Workshop, ISWC2007, 2007.
25. M.J. Pazzani A framework for collaborative, content-based and demographic filtering Artif. Intell. Rev. 13 5-6 1999 393 408
26. M. Vozalis, and K.G. Margaritis On the enhancement of collaborative filtering by demographic data Web Intell. Agent Syst. 4 2 2006 117 138
27. J.A. Konstan, B.N. Miller, D. Maltz, J.L. Herlocker, L.R. Gordon, and J. Riedl GroupLens: applying collaborative filtering to Usenet news Commun. ACM 40 3 1997 77 87
28. P. Resnick, N. Iacovou, M. Suchak, P. Bergstrom, and J. Riedl GroupLens: an open architecture for collaborative filtering of netnews CSCW'94: Proceedings of the 1994 ACM Conference on Computer Supported Cooperative Work 1994 ACM Chapel Hill, North Carolina, United States 175 186
29. D. Bridge, M.H. Göker, L. McGinty, and B. Smyth Case-based recommender systems Knowl. Eng. Rev. 20 3 2005 315 320
30. B. Sarwar, G. Karypis, J. Konstan, and J. Riedl Analysis of recommendation algorithms for e-commerce EC'00: Proceedings of the 2nd ACM Conference on Electronic Commerce 2000 ACM Minneapolis, Minnesota, United States 158 167
31. S.E. Middleton, D.C. De Roure, and N.R. Shadbolt Capturing knowledge of user preferences: ontologies in recommender systems K-CAP'01: Proceedings of the 1st International Conference on Knowledge Capture 2001 ACM New York, NY, USA 100 107
32. I. Cantador, A. Bellogín, and P. Castells Ontology-based personalised and context-aware recommendations of news items WI-IAT'08: Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology 2008 IEEE Computer Society Washington, DC, USA 562 565
33. S.E. Middleton, N.R. Shadbolt, and D.C. De Roure Ontological user profiling in recommender systems ACM Trans. Inf. Syst. 22 1 2004 54 88
34. S.E. Middleton, N.R. Shadbolt, and D.C. De Roure Capturing interest through inference and visualization: ontological user profiling in recommender systems K-CAP'03: Proceedings of the 2nd International Conference on Knowledge Capture 2003 ACM New York, NY, USA 62 69
35. C.N. Ziegler, G. Lausen, and J.A. Konstan On exploiting classification taxonomies in recommender systems AI Commun. 21 2-3 2008 97 125
36. V. Maidel, P. Shoval, B. Shapira, and M. Taieb-Maimon Evaluation of an ontology-content based filtering method for a personalized newspaper RecSys'08: Proceedings of the 2008 ACM Conference on Recommender Systems 2008 ACM New York, NY, USA 91 98
37. P. Castells, M. Fernandez, and D. Vallet An adaptation of the vector-space model for ontology-based information retrieval IEEE Trans. Knowl. Data Eng. 19 2 2007 261 272
38. R.D. Burke, K.J. Hammond, and B.C. Young The FindMe approach to assisted browsing IEEE Expert: Intell. Syst. Appl. 12 4 1997 32 40
39. A. Felfernig, G. Friedrich, D. Jannach, and M. Zanker An integrated environment for the development of knowledge-based recommender applications Int. J. Electron. Commer. 11 2 2006 11 34
40. M. Fernández, I. Cantador, V. López, D. Vallet, P. Castells, and E. Motta Semantically enhanced information retrieval: an ontology-based approach Web Semant. Sci. Serv. Agents World Wide Web 9 4 2011 434 452 JWS special issue on Semantic Search
41. T. Ruotsalo Domain specific data retrieval on the semantic web Proceedings of the Extended Semantic Web Conference ESWC 2012 LNCS vol. 7295 2012 Springer Heraklion, Crete 422 436
42. C. Carpineto, S. Osiński, G. Romano, and D. Weiss A survey of web clustering engines ACM Comput. Surv. 41 2009 17:1 17:38
43. D.R. Cutting, D.R. Karger, J.O. Pedersen, and J.W. Tukey Scatter/Gather: a cluster-based approach to browsing large document collections Proceedings of the 15th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval SIGIR'92 1992 ACM New York, NY, USA 318 329
44. M.A. Hearst, and J.O. Pedersen Re-examining the cluster hypothesis: Scatter/Gather on retrieval results Proceedings of the 19th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval SIGIR'96 1996 ACM New York, NY, USA 76 84
45. E. Hyvönen, E. Mäkelä, M. Salminen, A. Valo, K. Viljanen, S. Saarela, M. Junnila, and S. Kettula MuseumFinland - Finnish museums on the semantic web Web Semant. Sci. Serv. Agents World Wide Web 3 2-3 2005 224 241 Selected Papers from the International Semantic Web Conference, 2004 - ISWC, 2004
46. T. Ruotsalo, Methods and applications for ontology-based recommender systems, Ph.D. Dissertation, Aalto University, School of Science and Technology, 2010.
47. T. Ruotsalo, and E. Hyvönen An event-based approach for semantic metadata interoperability Proceedings of the 6th International Semantic Web Conference (ISWC 2007) 2007 Springer-Verlag Busan, Korea
48. B. Al Takrouri, K. Detken, C. Martinez, M.K. Oja, S. Stein, L. Zhu, and A. Schrader Mobile holstentour: contextualized multimedia museum guide MoMM'08: Proceedings of the 6th International Conference on Advances in Mobile Computing and Multimedia 2008 ACM Linz, Austria 460 463
49. V. Bellotti, B. Begole, E.H. Chi, N. Ducheneaut, J. Fang, E. Isaacs, T. King, M.W. Newman, K. Partridge, B. Price, P. Rasmussen, M. Roberts, D.J. Schiano, and A. Walendowski Activity-based serendipitous recommendations with the Magitti mobile leisure guide CHI'08: Proceeding of the Twenty-Sixth Annual SIGCHI Conference on Human Factors in Computing Systems 2008 ACM Florence, Italy 1157 1166
50. A. Corallo, G. Lorenzo, and G. Solazzo A semantic recommender engine enabling an eTourism scenario Knowledge-Based Intelligent Information and Engineering Systems 2006 Springer 1092 1101
51. C. Becker, C. Bizer, DBpedia mobile - a location-enabled linked data browser, in: Proceedings of Linked Data on the Web Workshop, LDOW2008, Beijing, China, 2008.
52. F.L. Gandon, and N.M. Sadeh Semantic web technologies to reconcile privacy and context awareness Web Semant. Sci. Serv. Agents World Wide Web 1 3 2004 241 260
53. I. Liiv, T. Tammet, T. Ruotsalo, and A. Kuusik Personalized context-aware recommendations in SMARTMUSEUM: combining semantics with statistics Proceedings of the The Third International Conference on Advances in Semantic Processing (SEMAPRO 2009) 2009 IEEE Computer Society Sliema, Malta
54. T. Ruotsalo, E. Mäkelä, T. Kauppinen, E. Hyvönen, K. Haav, V. Rantala, M. Frosterus, N. Dokoohaki, M. Matskin, Smartmuseum: personalized context-aware access to digital cultural heritage, in: Proceedings of the International Conferences on Digital Libraries and the Semantic Web 2009, ICSD2009, Trento, Italy, 2009.
55. D. Heckmann, T. Schwartz, B. Brandherm, M. Schmitz, and M. von Wilamowitz-Moellendorff GUMO - the general user model ontology User Modeling 2005: 10th International Conference 2005 Birkhäuser Edinburgh
56. C.D. Manning, and H. Schuetze Foundations of Statistical Natural Language Processing first ed. 1999 The MIT Press
57. G. Salton, A. Wong, and C.S. Yang A vector space model for automatic indexing Commun. ACM 18 11 1975 613 620
58. T. Ruotsalo, and E. Mäkelä A comparison of corpus-based and structural methods on approximation of semantic relatedness in ontologies Int. J. Sem. Web Inf. Syst. 5 4 2009 39 56
59. Z. Wu, and M. Palmer Verbs semantics and lexical selection Proceedings of the 32nd Annual Meeting on Association for Computational Linguistics 1994 Association for Computational Linguistics Morristown, NJ, USA 133 138
60. A. Hyvärinen, and E. Oja A fast fixed-point algorithm for independent component analysis Neural Comput. 9 7 1997 1483 1492
61. J.L. Herlocker, J.A. Konstan, L.G. Terveen, and J.T. Riedl Evaluating collaborative filtering recommender systems ACM Trans. Inf. Syst. 22 1 2004 5 53
62. S.S. Shapiro, and M.B. Wilk An analysis of variance test for normality (complete samples) Biometrika 3 52 1965
63. W.J. Conover Practical Nonparametric Statistics 1998 John Wiley & Sons
64. D. Hull Using statistical testing in the evaluation of retrieval experiments Proceedings of the 16th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval 1993 ACM New York, NY, USA 329 338
65. F. Wilcoxon Individual comparisons by ranking methods Biomet. Bull. 1 6 1945 80 83
66. J. Brooke SUS: a quick and dirty usability scale P.W. Jordan, B. Thomas, B.A. Weerdmeester, I.L. McClelland, Usability Evaluation in Industry 1996 Taylor & Francis London
67. J. Carletta Assessing agreement on classification tasks: the Kappa statistic Comput. Linguist. 22 1996 249 254
68. T. Ruotsalo, L. Aroyo, and G. Schreiber Knowledge-based linguistic annotation of digital cultural heritage collections IEEE Intell. Syst. 24 2 2009 64 75
69. C. Sporleder Natural language processing for cultural heritage domains Lang. Linguist. Compass 4 9 2010 750 768