{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,10]],"date-time":"2024-09-10T13:22:20Z","timestamp":1725974540779},"publisher-location":"Cham","reference-count":29,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319901695"},{"type":"electronic","value":"9783319901701"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-90170-1_5","type":"book-chapter","created":{"date-parts":[[2018,4,19]],"date-time":"2018-04-19T00:03:48Z","timestamp":1524096228000},"page":"61-74","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Machine Learning the TV Consumption: A Basis for a Recommendation System"],"prefix":"10.1007","author":[{"given":"Bernardo","family":"Cardoso","sequence":"first","affiliation":[]},{"given":"Jorge","family":"Abreu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,4,20]]},"reference":[{"key":"5_CR1","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1007\/s11235-016-0157-3","volume":"64","author":"J Abreu","year":"2017","unstructured":"Abreu, J., Nogueira, J., Becker, V., Cardoso, B.: Survey of Catch-up TV and other time-shift services: a comprehensive analysis and taxonomy of linear and nonlinear television. Telecommun. Syst. 64, 57\u201374 (2017). \nhttps:\/\/doi.org\/10.1007\/s11235-016-0157-3","journal-title":"Telecommun. Syst."},{"key":"5_CR2","volume-title":"The Paradox of Choice: Why More is Less","author":"B Schwartz","year":"2004","unstructured":"Schwartz, B.: The Paradox of Choice: Why More is Less. HarperCollins, New York City (2004)"},{"key":"5_CR3","doi-asserted-by":"publisher","first-page":"761","DOI":"10.1007\/s00779-015-0861-0","volume":"19","author":"J Vanattenhoven","year":"2015","unstructured":"Vanattenhoven, J., Geerts, D.: Contextual aspects of typical viewing situations: a new perspective for recommending television and video content. Pers. Ubiquit. Comput. 19, 761\u2013779 (2015). \nhttps:\/\/doi.org\/10.1007\/s00779-015-0861-0","journal-title":"Pers. Ubiquit. Comput."},{"key":"5_CR4","doi-asserted-by":"publisher","first-page":"5:1","DOI":"10.1145\/1350843.1350848","volume":"6","author":"R Bernhaupt","year":"2008","unstructured":"Bernhaupt, R., Obrist, M., Weiss, A., et al.: Trends in the living room and beyond: results from ethnographic studies using creative and playful probing. Comput. Entertain. 6, 5:1\u20135:23 (2008). \nhttps:\/\/doi.org\/10.1145\/1350843.1350848","journal-title":"Comput. Entertain."},{"key":"5_CR5","unstructured":"Digitalsmiths: Q4 2015 Video Trends Report - Consumer Behavior Across Pay-TV, VOD, PPV, OTT, TVE, Connected Devices, and Content Discovery (2015)"},{"key":"5_CR6","unstructured":"Turrin, R., Condorelli, A., Cremonesi, P., Pagano, R.: Time-based TV programs prediction. In: 1st Workshop on Recommender Systems for Television and Online Video at ACM RecSys (2014)"},{"key":"5_CR7","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1145\/2504847","volume":"20","author":"EF Churchill","year":"2013","unstructured":"Churchill, E.F.: Putting the person back into personalization. Interactions 20, 12\u201315 (2013). \nhttps:\/\/doi.org\/10.1145\/2504847","journal-title":"Interactions"},{"key":"5_CR8","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1007\/978-3-319-23461-8_12","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"M Aharon","year":"2015","unstructured":"Aharon, M., Hillel, E., Kagian, A., Lempel, R., Makabee, H., Nissim, R.: Watch-it-next: a contextual TV recommendation system. In: Bifet, A., May, M., Zadrozny, B., Gavalda, R., Pedreschi, D., Bonchi, F., Cardoso, J., Spiliopoulou, M. (eds.) ECML PKDD 2015. LNCS (LNAI), vol. 9286, pp. 180\u2013195. Springer, Cham (2015). \nhttps:\/\/doi.org\/10.1007\/978-3-319-23461-8_12"},{"key":"5_CR9","unstructured":"Gon\u00e7alves, D., Costa, M., Couto, F.M.: A flexible recommendation system for cable TV. In: 3rd Workshop on Recommendation Systems for Television and online Video, RecSysTV 2016 (2016)"},{"key":"5_CR10","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1016\/j.eswa.2017.12.020","volume":"97","author":"I Portugal","year":"2018","unstructured":"Portugal, I., Alencar, P., Cowan, D.: The use of machine learning algorithms in recommender systems: a systematic review. Expert Syst. Appl. 97, 205\u2013227 (2018). \nhttps:\/\/doi.org\/10.1016\/j.eswa.2017.12.020","journal-title":"Expert Syst. Appl."},{"key":"5_CR11","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1007\/978-1-4899-7637-6_6","volume-title":"Recommender Systems Handbook","author":"G Adomavicius","year":"2015","unstructured":"Adomavicius, G., Tuzhilin, A.: Context-aware recommender systems. In: Ricci, F., Rokach, L., Shapira, B. (eds.) Recommender Systems Handbook, pp. 191\u2013226. Springer, Boston (2015). \nhttps:\/\/doi.org\/10.1007\/978-1-4899-7637-6_6"},{"key":"5_CR12","first-page":"313","volume":"2","author":"T Zhang","year":"2002","unstructured":"Zhang, T., Iyengar, V.S.: Recommender systems using linear classifiers. J. Mach. Learn. Res. 2, 313\u2013334 (2002)","journal-title":"J. Mach. Learn. Res."},{"key":"5_CR13","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1023\/A:1022643204877","volume":"1","author":"JR Quinlan","year":"1986","unstructured":"Quinlan, J.R.: Induction of decision trees. Mach. Learn. 1, 81\u2013106 (1986). \nhttps:\/\/doi.org\/10.1023\/A:1022643204877","journal-title":"Mach. Learn."},{"key":"5_CR14","unstructured":"Ericsson AB Mediaroom\u2014Ericsson Media Solutions. \nhttps:\/\/mediasolutions.ericsson.com\/products\/mediaroom\/\n\n. Accessed 8 Jan 2018"},{"key":"5_CR15","doi-asserted-by":"crossref","unstructured":"Zibriczky, D., Petres, Z., Waszlavik, M., Tikk, D.: EPG content recommendation in large scale: a case study on interactive TV platform. In: 2013 12th International Conference on Machine Learning and Applications, pp. 315\u2013320 (2013)","DOI":"10.1109\/ICMLA.2013.142"},{"key":"5_CR16","unstructured":"Buczak, A.L., Zimmerman, J., Kurapati, K.: Personalization: improving ease-of-use, trust and accuracy of a TV show recommender. In: Proceedings of AH 2002 Workshop on Personalization in Future TV (2002)"},{"key":"5_CR17","doi-asserted-by":"publisher","first-page":"561","DOI":"10.1016\/j.procs.2013.09.136","volume":"22","author":"N Chang","year":"2013","unstructured":"Chang, N., Irvan, M., Terano, T.: A TV program recommender framework. Proc. Comput. Sci. 22, 561\u2013570 (2013). \nhttps:\/\/doi.org\/10.1016\/j.procs.2013.09.136","journal-title":"Proc. Comput. Sci."},{"key":"5_CR18","first-page":"312","volume":"6","author":"K Swearingen","year":"2002","unstructured":"Swearingen, K., Sinha, R.: Interaction design for recommender systems. Des. Interact. Syst. 6, 312\u2013334 (2002)","journal-title":"Des. Interact. Syst."},{"key":"5_CR19","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1039\/c0dt90114h","volume":"2010","author":"International Organization for Standardization","year":"2010","unstructured":"International Organization for Standardization: ISO 9241-210: ergonomics of human\u2013system interaction - human-centred design for interactive systems. Int. Organ. Stand. 2010, 32 (2010). \nhttps:\/\/doi.org\/10.1039\/c0dt90114h","journal-title":"Int. Organ. Stand."},{"key":"5_CR20","doi-asserted-by":"publisher","first-page":"304","DOI":"10.1177\/1367877915606485","volume":"20","author":"M Jenner","year":"2017","unstructured":"Jenner, M.: Binge-watching: video-on-demand, quality TV and mainstreaming fandom. Int. J. Cult. Stud. 20, 304\u2013320 (2017). \nhttps:\/\/doi.org\/10.1177\/1367877915606485","journal-title":"Int. J. Cult. Stud."},{"key":"5_CR21","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1007\/978-3-319-38907-3_9","volume":"605","author":"J Abreu","year":"2016","unstructured":"Abreu, J., Almeida, P., Silva, T.: A UX evaluation approach for second-screen applications. Commun. Comput. Inf. Sci. 605, 105\u2013120 (2016). \nhttps:\/\/doi.org\/10.1007\/978-3-319-38907-3_9","journal-title":"Commun. Comput. Inf. Sci."},{"key":"5_CR22","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"642","DOI":"10.1007\/978-3-642-40480-1_45","volume-title":"Human-Computer Interaction \u2013 INTERACT 2013","author":"R Bernhaupt","year":"2013","unstructured":"Bernhaupt, R., Pirker, M.: Evaluating user experience for interactive television: towards the development of a domain-specific user experience questionnaire. In: Kotz\u00e9, P., Marsden, G., Lindgaard, G., Wesson, J., Winckler, M. (eds.) INTERACT 2013. LNCS, vol. 8118, pp. 642\u2013659. Springer, Heidelberg (2013). \nhttps:\/\/doi.org\/10.1007\/978-3-642-40480-1_45"},{"key":"5_CR23","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"351","DOI":"10.1007\/978-3-319-44902-9_22","volume-title":"Human-Centered and Error-Resilient Systems Development","author":"D Drouet","year":"2016","unstructured":"Drouet, D., Bernhaupt, R.: User experience evaluation methods: lessons learned from an interactive TV case-study. In: Bogdan, C., et al. (eds.) HCSE\/HESSD -2016. LNCS, vol. 9856, pp. 351\u2013358. Springer, Cham (2016). \nhttps:\/\/doi.org\/10.1007\/978-3-319-44902-9_22"},{"key":"5_CR24","first-page":"4","volume":"189","author":"J Brooke","year":"1996","unstructured":"Brooke, J.: SUS-a quick and dirty usability scale. Usability Eval. Ind. 189, 4\u20137 (1996)","journal-title":"Usability Eval. Ind."},{"key":"5_CR25","first-page":"187","volume-title":"Berichte des German Chapter of the ACM","author":"Marc Hassenzahl","year":"2003","unstructured":"Hassenzahl, M., Burmester, M., Koller, F.: AttrakDiff: Ein Fragebogen zur Messung wahrgenommener hedonischer und pragmatischer Qualit\u00e4t. In: Szwillus, G., Ziegler, J. (eds.) 2003 Interaktion Bewegung Mensch & Computer, pp. 187\u2013196. Vieweg\u00a0+\u00a0Teubner Verlag, Wiesbaden (2003)"},{"key":"5_CR26","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1207\/s15327051hci1904_2","volume":"19","author":"M Hassenzahl","year":"2008","unstructured":"Hassenzahl, M.: The interplay of beauty, goodness, and usability in interactive products. Hum.-Comput. Interact. 19, 319\u2013349 (2008). \nhttps:\/\/doi.org\/10.1207\/s15327051hci1904_2","journal-title":"Hum.-Comput. Interact."},{"key":"5_CR27","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/0005-7916(94)90063-9","volume":"25","author":"MM Bradley","year":"1994","unstructured":"Bradley, M.M., Lang, P.J.: Measuring emotion: the self-assessment manikin and the semantic differential. J. Behav. Ther. Exp. Psychiatry 25, 49\u201359 (1994). \nhttps:\/\/doi.org\/10.1016\/0005-7916(94)90063-9","journal-title":"J. Behav. Ther. Exp. Psychiatry"},{"key":"5_CR28","unstructured":"Roto, V., Law, E., Vermeeren, A., Hoonhout, J.: User experience white paper. Bringing clarity to concept user experience, pp. 1\u201312 (2011)"},{"key":"5_CR29","series-title":"Communications in Computer and Information Science","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1007\/978-3-319-63321-3_12","volume-title":"Applications and Usability of Interactive TV","author":"J Ferraz de Abreu","year":"2017","unstructured":"Ferraz de Abreu, J., Almeida, P., Be\u00e7a, P.: InApp questions \u2013 an approach for contextual evaluation of applications. In: Ab\u00e1solo, M.J., Almeida, P., Pina Amarg\u00f3s, J. (eds.) jAUTI 2016. CCIS, vol. 689, pp. 163\u2013175. Springer, Cham (2017). \nhttps:\/\/doi.org\/10.1007\/978-3-319-63321-3_12"}],"container-title":["Communications in Computer and Information Science","Applications and Usability of Interactive Television"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-90170-1_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,4,19]],"date-time":"2018-04-19T00:05:27Z","timestamp":1524096327000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-90170-1_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319901695","9783319901701"],"references-count":29,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-90170-1_5","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2018]]}}}