{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,11]],"date-time":"2025-07-11T10:44:52Z","timestamp":1752230692417},"reference-count":50,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2013,9,26]],"date-time":"2013-09-26T00:00:00Z","timestamp":1380153600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Multimodal User Interfaces"],"published-print":{"date-parts":[[2013,12]]},"DOI":"10.1007\/s12193-013-0127-y","type":"journal-article","created":{"date-parts":[[2013,9,25]],"date-time":"2013-09-25T20:53:30Z","timestamp":1380142410000},"page":"321-349","source":"Crossref","is-referenced-by-count":4,"title":["Prediction of interface preferences with a classifier selection approach"],"prefix":"10.1007","volume":"7","author":[{"given":"Elena","family":"Vildjiounaite","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel","family":"Schreiber","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vesa","family":"Kyll\u00f6nen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marcus","family":"St\u00e4nder","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ilkka","family":"Niskanen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jani","family":"M\u00e4ntyj\u00e4rvi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2013,9,26]]},"reference":[{"issue":"3","key":"127_CR1","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1109\/MIS.2007.58","volume":"22","author":"G Adomavicius","year":"2007","unstructured":"Adomavicius G, Kwon Y (2007) New recommendation techniques for multicriteria rating systems. IEEE Intell Syst 22(3):48\u201355","journal-title":"IEEE Intell Syst"},{"key":"127_CR2","doi-asserted-by":"crossref","unstructured":"Anand D, Bharadwaj K (2010) Adaptive user similarity measures for recommender systems: a genetic programming approach. In: Proceedings of ICCSIT, pp 121\u2013125","DOI":"10.1109\/ICCSIT.2010.5563737"},{"key":"127_CR3","unstructured":"Avouac P-A, Lalanda P, Nigay L (2012) Adaptable multimodal interfaces in pervasive environments. In: Proceedings of IEEE consumer communications and networking conference, pp 544\u2013548"},{"issue":"5","key":"127_CR4","doi-asserted-by":"crossref","first-page":"507","DOI":"10.1007\/s00779-011-0417-x","volume":"16","author":"L Baltrunas","year":"2012","unstructured":"Baltrunas L, Ludwig B, Peer S, Ricci F (2012) Context relevance assessment and exploitation in mobile recommender systems. Pers Ubiquitous Comput 16(5):507\u2013526","journal-title":"Pers Ubiquitous Comput"},{"key":"127_CR5","first-page":"245","volume":"18","author":"Sh Berkovsky","year":"2008","unstructured":"Berkovsky Sh, Kuflik T, Ricci F (2008) Mediation of user models for enhanced personalisation in recommender systems. UMUAI 18:245\u2013286","journal-title":"UMUAI"},{"key":"127_CR6","doi-asserted-by":"crossref","unstructured":"Berkovsky Sh, Freyne J (2010) Group-based recipe recommendations: analysis of data aggregation strategies. In: Proceedings RecSys2010, pp 111\u2013118","DOI":"10.1145\/1864708.1864732"},{"issue":"2","key":"127_CR7","doi-asserted-by":"crossref","first-page":"904","DOI":"10.1109\/TCE.2010.5506018","volume":"56","author":"Y Blanco-Fernandez","year":"2010","unstructured":"Blanco-Fernandez Y, Lopez-Nores M, Pazos-Arias JJ, Gil-Solla A, Ramos-Cabrer M (2010) Exploiting digital TV users\u2019 preferences in a tourism recommender system based on semantic reasoning. IEEE Trans Consumer Electron 56(2):904\u2013912","journal-title":"IEEE Trans Consumer Electron"},{"key":"127_CR8","doi-asserted-by":"crossref","unstructured":"B\u00f6hmer M, Bauer G (2010) Exploiting the icon arrangement on mobile devices as information source for context-awareness. Mobile HCI","DOI":"10.1145\/1851600.1851633"},{"key":"127_CR9","first-page":"285","volume":"21","author":"F Carmagnola","year":"2011","unstructured":"Carmagnola F, Cena F, Gena C (2011) User model interoperability: a survey. UMUAI 21:285\u2013331","journal-title":"UMUAI"},{"issue":"3","key":"127_CR10","doi-asserted-by":"crossref","first-page":"2082","DOI":"10.1016\/j.eswa.2007.02.008","volume":"34","author":"Y-L Chen","year":"2008","unstructured":"Chen Y-L, Cheng L-C, Chuang C-N (2008) A group recommendation system with consideration of interactions among group members. Expert Syst Appl 34(3):2082\u20132090","journal-title":"Expert Syst Appl"},{"key":"127_CR11","doi-asserted-by":"crossref","unstructured":"Dey A, Newberger A (2009) Support for context-aware intelligibility and control. In: Proceedings of the SIGCHI conference on human factors in computing systems (CHI), pp 859\u2013868","DOI":"10.1145\/1518701.1518832"},{"key":"127_CR12","doi-asserted-by":"crossref","unstructured":"Dumas B, Lalanne D, Oviatt Sh (2009) Multimodal interfaces: a survey of principles, models and frameworks. In: Lalanne D, Kohlas J (eds) Human machine interaction. Springer, Berlin, pp 3\u201326","DOI":"10.1007\/978-3-642-00437-7_1"},{"key":"127_CR13","doi-asserted-by":"crossref","unstructured":"Findlater L, Mcgrenere J (2008) Impact of screen size on performance, awareness, and user satisfaction with adaptive graphical user interfaces. In: Proceedings of CHI 08, pp 1247\u20131256","DOI":"10.1145\/1357054.1357249"},{"key":"127_CR14","doi-asserted-by":"crossref","unstructured":"Fiske AP (1992) The four elementary forms of sociality: framework for a unified theory of social relations\u2019. Psychol Rev 99:689\u2013723","DOI":"10.1037\/0033-295X.99.4.689"},{"key":"127_CR15","doi-asserted-by":"crossref","unstructured":"Florins M, Simarro FM, Vanderdonckt J, Michotte B (2006) Splitting rules for graceful degradation of user interfaces. In: Proceedings of IUI, pp 264\u2013266","DOI":"10.1145\/1111449.1111505"},{"key":"127_CR16","doi-asserted-by":"crossref","first-page":"910","DOI":"10.1016\/j.artint.2010.05.005","volume":"174","author":"K Gajos","year":"2010","unstructured":"Gajos K, Weld D, Wobbrock J (2010) Automatically generating personalized user interfaces with Supple. Artif Intell 174:910\u2013950","journal-title":"Artif Intell"},{"issue":"5","key":"127_CR17","doi-asserted-by":"crossref","first-page":"543","DOI":"10.1007\/s00779-011-0414-0","volume":"16","author":"M Gil","year":"2012","unstructured":"Gil M, Giner P, Pelechano V (2012) Personalization for unobtrusive service interaction. Pers Ubiquitous Comput 16(5):543\u2013561","journal-title":"Pers Ubiquitous Comput"},{"key":"127_CR18","doi-asserted-by":"crossref","unstructured":"Grimes A, Harper R (2008) Celebratory technology: new directions for food research in HCI, CHI","DOI":"10.1145\/1357054.1357130"},{"key":"127_CR19","doi-asserted-by":"crossref","unstructured":"Gulz A, Haake M, Silvervarg A, Sj\u00f6d\u00e9n B, Veletsianos G (2011) Building a social conversational pedagogical agent\u2014design challenges and methodological approaches. In: Perez-Marin D, Pascual-Nieto I (eds) Conversational agents and natural language interaction: techniques and effective practices. IGI Global, pp 128\u2013155","DOI":"10.4018\/978-1-60960-617-6.ch006"},{"key":"127_CR20","unstructured":"van der Heijden H (2003) Ubiquitous computing, user control, and user performance: conceptual model and preliminary experimental design. In: Proceedings of the research symposium on emerging electronic markets, pp 107\u2013112"},{"key":"127_CR21","doi-asserted-by":"crossref","unstructured":"Horchani M, Caron B, Nigay L, Panaget F (2007) Natural multimodal dialogue systems: a configurable dialogue and presentation strategies component. In: ICMI, pp 291\u2013298","DOI":"10.1145\/1322192.1322243"},{"key":"127_CR22","doi-asserted-by":"crossref","unstructured":"Jameson A, Smyth B (2007) Recommendation to groups. In: Brusilovsky P, Kobsa A, Nejdl W (eds) The adaptive web, pp 596\u2013627","DOI":"10.1007\/978-3-540-72079-9_20"},{"key":"127_CR23","doi-asserted-by":"crossref","first-page":"1718","DOI":"10.1016\/j.patcog.2007.10.015","volume":"41","author":"A Ko","year":"2008","unstructured":"Ko A, Sabourin R, Britto A (2008) From dynamic classifier selection to dynamic ensemble selection. Pattern Recognit 41:1718\u20131731","journal-title":"Pattern Recognit"},{"key":"127_CR24","doi-asserted-by":"crossref","first-page":"854","DOI":"10.1016\/j.ijhcs.2011.07.006","volume":"69","author":"J Kong","year":"2011","unstructured":"Kong J, Zhang WY, Yu N, Xia XJ (2011) Design of human-centric adaptive multimodal interfaces. Int J Hum Comput Stud 69:854\u2013869","journal-title":"Int J Hum Comput Stud"},{"issue":"1\u20132","key":"127_CR25","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1007\/s11257-011-9112-x","volume":"22","author":"JA Konstan","year":"2012","unstructured":"Konstan JA, Riedl J (2012) Recommender systems: from algorithms to user experience. User Model User Adapt Interact 22(1\u20132):101\u2013123","journal-title":"User Model User Adapt Interact"},{"key":"127_CR26","doi-asserted-by":"crossref","unstructured":"Limbourg Q, Vanderdonckt J, Michotte B, Bouillon L, L\u00f3pez-Jaquero V (2005) Usixml: a language supporting multi-path development of user interfaces. In: Bastide R, Palanque P, Roth J (eds) Engineering human computer interaction and interactive systems, vol 3425 of, Lecture Notes in Computer Science, pp 134\u2013135","DOI":"10.1007\/11431879_12"},{"issue":"1","key":"127_CR27","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.physrep.2012.02.006","volume":"519","author":"L L\u00fc","year":"2012","unstructured":"L\u00fc L, Medo M, Yeung Ch, Zhang Y-Ch, Zhang Z-K, Zhou T (2012) Recommender systems review article. Phys Rep 519(1):1\u201349","journal-title":"Phys Rep"},{"key":"127_CR28","doi-asserted-by":"crossref","unstructured":"Luyten K, Thys K, Vermeulen J, Coninx K (2007) A generic approach for multi-device user interface rendering with UIML. Comput Aided Des User Interfaces 175\u2013182","DOI":"10.1007\/978-1-4020-5820-2_14"},{"issue":"3\u20134","key":"127_CR29","doi-asserted-by":"crossref","first-page":"281","DOI":"10.1007\/s11257-006-9008-3","volume":"16","author":"J Masthoff","year":"2006","unstructured":"Masthoff J, Gatt A (2006) In pursuit of satisfaction and the prevention of embarrassment: affective state in group recommender systems. User Model User Adapt Interact 16(3\u20134):281\u2013319","journal-title":"User Model User Adapt Interact"},{"key":"127_CR30","doi-asserted-by":"crossref","unstructured":"Meskens J, Luyten K, Coninx K (2010) Jelly: a multi-device design environment for managing consistency across devices. In: Proceedings of AVI, pp 289\u2013296","DOI":"10.1145\/1842993.1843044"},{"issue":"2","key":"127_CR31","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1207\/S1532690XCI1902_02","volume":"19","author":"R Moreno","year":"2001","unstructured":"Moreno R, Mayer RE, Spire HA, Lester JC (2001) The case for social agency in computer-based teaching: do students learn more deeply when they interact with animated pedagogical agents? Cognit Instr 19(2):177\u2013213","journal-title":"Cognit Instr"},{"key":"127_CR32","doi-asserted-by":"crossref","unstructured":"Nichols J, Myers B, Harris T, Rosenfeld R, Shriver S, Higgins M, Hughes J (2002) Requirements for automatically generating multi-modal interfaces for complex appliances. In: Proceedings of the 4th IEEE conference on multimodal, interfaces, 2002, pp 377\u2013382","DOI":"10.1109\/ICMI.2002.1167024"},{"key":"127_CR33","unstructured":"Object Management Group. \u201cMeta Object Facility (MOF) 2.0 Query\/View\/Transformation (QVT)\u201d"},{"issue":"11","key":"127_CR34","doi-asserted-by":"crossref","first-page":"10059","DOI":"10.1016\/j.eswa.2012.02.038","volume":"39","author":"D Park","year":"2012","unstructured":"Park D, Kim H, Choi I, Kim J (2012) A literature review and classification of recommender systems research. Expert Syst Appl 39(11):10059\u201310072","journal-title":"Expert Syst Appl"},{"issue":"4","key":"127_CR35","doi-asserted-by":"crossref","first-page":"1234","DOI":"10.1016\/j.compedu.2011.12.014","volume":"58","author":"M Perez-Mateo","year":"2012","unstructured":"Perez-Mateo M, Guitert M (2012) Which social elements are visible in virtual groups? Addressing the categorization of social expressions. Comput Educ 58(4):1234\u20131246","journal-title":"Comput Educ"},{"key":"127_CR36","doi-asserted-by":"crossref","unstructured":"Reeves LM, Lai J, Larson JA, Oviatt S, Balaji TS, Buisine Sp, Collings P, Cohen P, Kraal B, Martin J-C, McTear M, Raman T, Stanney KM, Su H, Wang QY (2004) Guidelines for multimodal user interface design. Commun ACM 47(1):57\u201359","DOI":"10.1145\/962081.962106"},{"key":"127_CR37","doi-asserted-by":"crossref","unstructured":"Reis T, de S\u00e1 M, Carri\u00e7o L (2008) Multimodal interaction: real context studies on mobile digital artefacts. In: Proceedings of haptic and audio interaction design HAID 2008","DOI":"10.1007\/978-3-540-87883-4_7"},{"key":"127_CR38","doi-asserted-by":"crossref","unstructured":"Remesal A, Colomina R (2013) Social presence in online small collaborative group work: a socioconstructivist account. Comput Educ 60:357\u2013367","DOI":"10.1016\/j.compedu.2012.07.009"},{"issue":"3","key":"127_CR39","doi-asserted-by":"crossref","first-page":"205","DOI":"10.3727\/109830511X12978702284390","volume":"12","author":"F Ricci","year":"2011","unstructured":"Ricci F (2011) Mobile recommender systems. Intl J Inf Technol Tour 12(3):205\u2013231","journal-title":"Intl J Inf Technol Tour"},{"issue":"2","key":"127_CR40","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1080\/07370020903586712","volume":"25","author":"S Ronkainen","year":"2010","unstructured":"Ronkainen S, Koskinen E, Liu Y, Korhonen P (2010) Environment analysis as a basis for designing multimodal and multidevice user interfaces. Hum Comput Interact 25(2):148\u2013193","journal-title":"Hum Comput Interact"},{"issue":"12","key":"127_CR41","doi-asserted-by":"crossref","first-page":"3696","DOI":"10.1016\/j.sigpro.2006.02.041","volume":"86","author":"C Rousseau","year":"2006","unstructured":"Rousseau C, Bellik Y, Vernier F, Bazalgette D (2006) A framework for the intelligent multimodal presentation of information. Signal Process 86(12):3696\u20133713","journal-title":"Signal Process"},{"key":"127_CR42","doi-asserted-by":"crossref","first-page":"439","DOI":"10.1016\/j.ergon.2006.01.007","volume":"36","author":"N Sarter","year":"2006","unstructured":"Sarter N (2006) Multimodal information presentation: design guidance and research challenges. Int J Ind Ergon 36:439\u2013445","journal-title":"Int J Ind Ergon"},{"key":"127_CR43","doi-asserted-by":"crossref","unstructured":"Senot Ch, Kostadinov D, Bouzid M, Picault J, Aghasaryan A Bernier C (2010) Analysis of strategies for building group profiles. In: Proceedings of UMAP","DOI":"10.1007\/978-3-642-13470-8_6"},{"key":"127_CR44","doi-asserted-by":"crossref","unstructured":"Trewin Sh, Zimmermann G, Vanderheiden G (2003) Abstract user interface representations: how well do they support universal access? In: Proceedings of the conference on universal usability, 2003, pp 77\u201384","DOI":"10.1145\/957205.957219"},{"key":"127_CR45","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1007\/s00530-009-0157-1","volume":"3","author":"E Vildjiounaite","year":"2009","unstructured":"Vildjiounaite E, Kyll\u00f6nen V, Hannula T, Alahuhta P (2009) Unobtrusive dynamic modelling of TV programme preferences in a finnish household. Multimed Syst 3:143\u2013157","journal-title":"Multimed Syst"},{"key":"127_CR46","doi-asserted-by":"crossref","unstructured":"Vildjiounaite E, Kantorovitch J, Kyll\u00f6nen V, Niskanen I, Hillukkala M, Virtanen K, Vuorinen O, M\u00e4kel\u00e4 S, Ker\u00e4nen T, Peltola J, M\u00e4ntyj\u00e4rvi J, Tokmakoff A (2011) Designing socially acceptable multimodal interaction in cooking assistants. Proc IUI 11:415\u2013418","DOI":"10.1145\/1943403.1943479"},{"key":"127_CR47","doi-asserted-by":"crossref","unstructured":"Vildjiounaite E, Kyll\u00f6nen V, M\u00e4ntyj\u00e4rvi J (2011) If their car talks to them, shall a kitchen talk too? Cross-context mediation of interaction preferences. In: Proceedings of EICS 2011, pp 111\u2013116","DOI":"10.1145\/1996461.1996503"},{"key":"127_CR48","doi-asserted-by":"crossref","unstructured":"Wasinger R, Wahlster W (2006) Multi-modal human-environment interaction. In: Aarts E, Encarna\u00e7\u00e3o J (eds) True visions. Springer, Berlin, pp 291\u2013306","DOI":"10.1007\/978-3-540-28974-6_15"},{"key":"127_CR49","unstructured":"Safeguards in a world of ambient intelligence. Wright D, Gutwirth S, Friedewald M, Vildjiounaite E, Punie Y (2008) Springer, Berlin"},{"key":"127_CR50","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1007\/s11257-006-9005-6","volume":"16","author":"Z Yu","year":"2006","unstructured":"Yu Z, Zhou X, Hao Y, Gu J (2006) TV program recommendation for multiple viewers based on user profile merging. User Model User Adapt Interact 16:63\u201368","journal-title":"User Model User Adapt Interact"}],"container-title":["Journal on Multimodal User Interfaces"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12193-013-0127-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12193-013-0127-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12193-013-0127-y","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,7,25]],"date-time":"2019-07-25T16:06:07Z","timestamp":1564070767000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12193-013-0127-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,9,26]]},"references-count":50,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2013,12]]}},"alternative-id":["127"],"URL":"https:\/\/doi.org\/10.1007\/s12193-013-0127-y","relation":{},"ISSN":["1783-7677","1783-8738"],"issn-type":[{"value":"1783-7677","type":"print"},{"value":"1783-8738","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,9,26]]}}}