{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T15:35:55Z","timestamp":1775230555861,"version":"3.50.1"},"publisher-location":"Cham","reference-count":84,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319504773","type":"print"},{"value":"9783319504780","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-50478-0_20","type":"book-chapter","created":{"date-parts":[[2016,12,9]],"date-time":"2016-12-09T10:24:23Z","timestamp":1481279063000},"page":"391-414","source":"Crossref","is-referenced-by-count":64,"title":["Recommender Systems for Health Informatics: State-of-the-Art and Future Perspectives"],"prefix":"10.1007","author":[{"given":"Andr\u00e9","family":"Calero Valdez","sequence":"first","affiliation":[]},{"given":"Martina","family":"Ziefle","sequence":"additional","affiliation":[]},{"given":"Katrien","family":"Verbert","sequence":"additional","affiliation":[]},{"given":"Alexander","family":"Felfernig","sequence":"additional","affiliation":[]},{"given":"Andreas","family":"Holzinger","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,12,10]]},"reference":[{"key":"20_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1007\/978-3-319-20618-9_9","volume-title":"Human Interface and the Management of Information. Information and Knowledge in Context","author":"S Bruns","year":"2015","unstructured":"Bruns, S., Valdez, A.C., Greven, C., Ziefle, M., Schroeder, U.: What should i read next? a personalized visual publication recommender system. In: Yamamoto, S. (ed.) HCI 2015. LNCS, vol. 9173, pp. 89\u2013100. Springer, Heidelberg (2015). doi: 10.1007\/978-3-319-20618-9_9"},{"issue":"6245","key":"20_CR2","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1126\/science.aaa8415","volume":"349","author":"MI Jordan","year":"2015","unstructured":"Jordan, M.I., Mitchell, T.M.: Machine learning: trends, perspectives, and prospects. Science 349(6245), 255\u2013260 (2015)","journal-title":"Science"},{"issue":"1","key":"20_CR3","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1109\/JPROC.2015.2494218","volume":"104","author":"B Shahriari","year":"2016","unstructured":"Shahriari, B., Swersky, K., Wang, Z., Adams, R.P., de Freitas, N.: Taking the human out of the loop: a review of bayesian optimization. Proc. IEEE 104(1), 148\u2013175 (2016)","journal-title":"Proc. IEEE"},{"issue":"2","key":"20_CR4","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1007\/s40708-016-0042-6","volume":"3","author":"A Holzinger","year":"2016","unstructured":"Holzinger, A.: Interactive machine learning for health informatics: when do we need the human-in-the-loop? Springer Brain Inform. (BRIN) 3(2), 119\u2013131 (2016)","journal-title":"Springer Brain Inform. (BRIN)"},{"key":"20_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1007\/978-3-319-45507-5_6","volume-title":"Availability, Reliability, and Security in Information Systems","author":"A Holzinger","year":"2016","unstructured":"Holzinger, A., Plass, M., Holzinger, K., Cri\u015fan, G.C., Pintea, C.-M., Palade, V.: Towards interactive Machine Learning (iML): applying ant colony algorithms to solve the traveling salesman problem with the human-in-the-loop approach. In: Buccafurri, F., Holzinger, A., Kieseberg, P., Tjoa, A.M., Weippl, E. (eds.) CD-ARES 2016. LNCS, vol. 9817, pp. 81\u201395. Springer, Heidelberg (2016). doi: 10.1007\/978-3-319-45507-5_6"},{"key":"20_CR6","doi-asserted-by":"crossref","unstructured":"Puthiya Parambath, S.A., Usunier, N., Grandvalet, Y.: A coverage-based approach to recommendation diversity on similarity graph. In: Proceedings of the 10th ACM Conference on Recommender Systems, pp. 15\u201322. ACM (2016)","DOI":"10.1145\/2959100.2959149"},{"issue":"12","key":"20_CR7","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1145\/138859.138867","volume":"35","author":"D Goldberg","year":"1992","unstructured":"Goldberg, D., Nichols, D., Oki, B.M., Terry, D.: Using collaborative filtering to weave an information tapestry. Commun. ACM 35(12), 61\u201370 (1992)","journal-title":"Commun. ACM"},{"issue":"3","key":"20_CR8","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1145\/245108.245121","volume":"40","author":"P Resnick","year":"1997","unstructured":"Resnick, P., Varian, H.R.: Recommender systems. Commun. ACM 40(3), 56\u201358 (1997)","journal-title":"Commun. ACM"},{"issue":"5\u20136","key":"20_CR9","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1023\/A:1006544522159","volume":"13","author":"MJ Pazzani","year":"1999","unstructured":"Pazzani, M.J.: A framework for collaborative, content-based and demographic filtering. Artif. Intell. Rev. 13(5\u20136), 393\u2013408 (1999)","journal-title":"Artif. Intell. Rev."},{"issue":"4","key":"20_CR10","doi-asserted-by":"crossref","first-page":"331","DOI":"10.1023\/A:1021240730564","volume":"12","author":"R Burke","year":"2002","unstructured":"Burke, R.: Hybrid recommender systems: survey and experiments. User Model. User-Adap. Inter. 12(4), 331\u2013370 (2002)","journal-title":"User Model. User-Adap. Inter."},{"key":"20_CR11","unstructured":"Sill, J., Tak\u00e1cs, G., Mackey, L., Lin, D.: Feature-weighted linear stacking. arXiv preprint arXiv:0911.0460 (2009)"},{"issue":"4","key":"20_CR12","first-page":"902","volume":"98","author":"M Tinghuai","year":"2015","unstructured":"Tinghuai, M., Jinjuan, Z., Meili, T., Yuan, T., Abdullah, A.D., Mznah, A.R., Sungyoung, L.: Social network and tag sources based augmenting collaborative recommender system. IEICE Trans. Inf. Syst. 98(4), 902\u2013910 (2015)","journal-title":"IEICE Trans. Inf. Syst."},{"key":"20_CR13","doi-asserted-by":"crossref","unstructured":"O\u2019Donovan, J., Smyth, B.: Trust in recommender systems. In: Proceedings of the 10th International Conference on Intelligent User Interfaces, pp. 167\u2013174. ACM (2005)","DOI":"10.1145\/1040830.1040870"},{"key":"20_CR14","doi-asserted-by":"crossref","unstructured":"Gao, P., Miao, H., Baras, J.S., Golbeck, J.: Star: semiring trust inference for trust-aware social recommenders. In: Proceedings of the 10th ACM Conference on Recommender Systems, pp. 301\u2013308. ACM (2016)","DOI":"10.1145\/2959100.2959148"},{"key":"20_CR15","doi-asserted-by":"crossref","unstructured":"Bansal, T., Belanger, D., McCallum, A.: Ask the gru: Multi-task learning for deep text recommendations. arXiv preprint arXiv:1609.02116 (2016)","DOI":"10.1145\/2959100.2959180"},{"key":"20_CR16","doi-asserted-by":"crossref","unstructured":"Covington, P., Adams, J., Sargin, E.: Deep neural networks for youtube recommendations. In: Proceedings of the 10th ACM Conference on Recommender Systems, pp. 191\u2013198. ACM (2016)","DOI":"10.1145\/2959100.2959190"},{"issue":"8","key":"20_CR17","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1109\/MC.2009.263","volume":"42","author":"Y Koren","year":"2009","unstructured":"Koren, Y., Bell, R., Volinsky, C., et al.: Matrix factorization techniques for recommender systems. Computer 42(8), 30\u201337 (2009)","journal-title":"Computer"},{"key":"20_CR18","doi-asserted-by":"crossref","unstructured":"Ge, H., Caverlee, J., Lu, H.: Taper: a contextual tensor-based approach for personalized expert recommendation. In: Proceedings of the 10th ACM Conference on Recommender Systems, pp. 261\u2013268. ACM (2016)","DOI":"10.1145\/2959100.2959151"},{"key":"20_CR19","doi-asserted-by":"crossref","unstructured":"Kim, D., Park, C., Oh, J., Lee, S., Yu, H.: Convolutional matrix factorization for document context-aware recommendation. In: Proceedings of the 10th ACM Conference on Recommender Systems, pp. 233\u2013240. ACM (2016)","DOI":"10.1145\/2959100.2959165"},{"key":"20_CR20","doi-asserted-by":"crossref","unstructured":"Karatzoglou, A., Amatriain, X., Baltrunas, L., Oliver, N.: Multiverse recommendation: n-dimensional tensor factorization for context-aware collaborative filtering. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 79\u201386. ACM (2010)","DOI":"10.1145\/1864708.1864727"},{"key":"20_CR21","first-page":"1","volume":"81","author":"Y Koren","year":"2009","unstructured":"Koren, Y.: The bellkor solution to the netflix grand prize. Netflix Prize Documentation 81, 1\u201310 (2009)","journal-title":"Netflix Prize Documentation"},{"key":"20_CR22","unstructured":"Powers, D.M.: Evaluation: from precision, recall and f-measure to roc, informedness, markedness and correlation (2011)"},{"key":"20_CR23","doi-asserted-by":"crossref","unstructured":"Ge, M., Delgado-Battenfeld, C., Jannach, D.: Beyond accuracy: evaluating recommender systems by coverage and serendipity. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 257\u2013260. ACM (2010)","DOI":"10.1145\/1864708.1864761"},{"key":"20_CR24","unstructured":"Swearingen, K., Sinha, R.: Beyond algorithms: An hci perspective on recommender systems. In: ACM SIGIR 2001 Workshop on Recommender Systems, vol. 13, Citeseer, pp. 1\u201311 (2001)"},{"key":"20_CR25","doi-asserted-by":"crossref","unstructured":"Knijnenburg, B.P., Reijmer, N.J., Willemsen, M.C.: Each to his own: How different users call for different interaction methods in recommender systems. In: Proceedings of the Fifth ACM Conference on Recommender Systems, RecSys 2011, pp. 141\u2013148. ACM, New York (2011)","DOI":"10.1145\/2043932.2043960"},{"issue":"4\u20135","key":"20_CR26","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1007\/s11257-011-9115-7","volume":"22","author":"P Pu","year":"2012","unstructured":"Pu, P., Chen, L., Hu, R.: Evaluating recommender systems from the user?s perspective: survey of the state of the art. User Model. User-Adap. Inter. 22(4\u20135), 317\u2013355 (2012)","journal-title":"User Model. User-Adap. Inter."},{"key":"20_CR27","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/j.eswa.2016.02.013","volume":"56","author":"C He","year":"2016","unstructured":"He, C., Parra, D., Verbert, K.: Interactive recommender systems: a survey of the state of the art and future research challenges and opportunities. Expert Syst. Appl. 56, 9\u201327 (2016)","journal-title":"Expert Syst. Appl."},{"key":"20_CR28","doi-asserted-by":"crossref","unstructured":"Calero Valdez, A., \u00d6zdemir, D., Yazdi, M.A., Schaar, A.K., Ziefle, M.: Orchestrating collaboration-using visual collaboration suggestion for steering of research clusters. Procedia Manufact. 3, 363\u2013370 (2015)","DOI":"10.1016\/j.promfg.2015.07.176"},{"key":"20_CR29","doi-asserted-by":"crossref","unstructured":"Calero Valdez, A., Ziefle, M., Verbert, K.: HCI for recommender systems: the past, the present and the future. In: Proceedings of the 10th ACM Conference on Recommender Systems, RecSys 2016, pp. 123\u2013126. ACM, New York (2016)","DOI":"10.1145\/2959100.2959158"},{"issue":"3","key":"20_CR30","doi-asserted-by":"crossref","first-page":"2580","DOI":"10.3390\/ijerph110302580","volume":"11","author":"M Wiesner","year":"2014","unstructured":"Wiesner, M., Pfeifer, D.: Health recommender systems: concepts, requirements, technical basics and challenges. Int. J. Environ. Res. Public Health 11(3), 2580\u20132607 (2014)","journal-title":"Int. J. Environ. Res. Public Health"},{"key":"20_CR31","unstructured":"Farrell, R.G., Danis, C.M., Ramakrishnan, S., Kellogg, W.A.: Intrapersonal retrospective recommendation: lifestyle change recommendations using stable patterns of personal behavior. In: Proceedings of the First International Workshop on Recommendation Technologies for Lifestyle Change (LIFESTYLE 2012), p. 24. Ireland, Citeseer, Dublin (2012)"},{"key":"20_CR32","doi-asserted-by":"crossref","unstructured":"Roitman, H., Messika, Y., Tsimerman, Y., Maman, Y.: Increasing patient safety using explanation-driven personalized content recommendation. In: Proceedings of the 1st ACM International Health Informatics Symposium, pp. 430\u2013434. ACM (2010)","DOI":"10.1145\/1882992.1883057"},{"key":"20_CR33","unstructured":"Rokicki, M., Herder, E., Demidova, E.: Whats on my plate: towards recommending recipe variations for diabetes patients. In: Proceedings of UMAP 2015 (2015)"},{"key":"20_CR34","unstructured":"Elsweiler, D., Harvey, M., Ludwig, B., Said, A.: Bringing the healthy into food recommenders. In: DRMS Workshop (2015)"},{"key":"20_CR35","doi-asserted-by":"crossref","unstructured":"Fernandez-Luque, L., Karlsen, R., Vognild, L.K.: Challenges and opportunities of using recommender systems for personalized health education. In: MIE, pp. 903\u2013907 (2009)","DOI":"10.3233\/978-1-60750-044-5-903"},{"key":"20_CR36","doi-asserted-by":"crossref","unstructured":"Sezgin, E., \u00d6zkan, S.: A systematic literature review on health recommender systems. In: E-Health and Bioengineering Conference (EHB), pp. 1\u20134. IEEE (2013)","DOI":"10.1109\/EHB.2013.6707249"},{"key":"20_CR37","unstructured":"Achananuparp, P., Weber, I.: Extracting food substitutes from food diary via distributional similarity. arXiv preprint arXiv:1607.08807 (2016)"},{"key":"20_CR38","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"381","DOI":"10.1007\/978-3-642-13470-8_36","volume-title":"User Modeling, Adaptation, and Personalization","author":"J Freyne","year":"2010","unstructured":"Freyne, J., Berkovsky, S.: Recommending food: reasoning on recipes and ingredients. In: Bra, P., Kobsa, A., Chin, D. (eds.) UMAP 2010. LNCS, vol. 6075, pp. 381\u2013386. Springer, Heidelberg (2010). doi: 10.1007\/978-3-642-13470-8_36"},{"key":"20_CR39","doi-asserted-by":"crossref","unstructured":"Ge, M., Ricci, F., Massimo, D.: Health-aware food recommender system. In: Proceedings of the 9th ACM Conference on Recommender Systems, pp. 333\u2013334. ACM (2015)","DOI":"10.1145\/2792838.2796554"},{"key":"20_CR40","doi-asserted-by":"crossref","unstructured":"Harvey, M., Ludwig, B., Elsweiler, D.: Learning user tastes: a first step to generating healthy meal plans. In: First International Workshop on Recommendation Technologies for Lifestyle Change (lifestyle 2012), Citeseer, p. 18 (2012)","DOI":"10.1145\/2365952.2366045"},{"key":"20_CR41","doi-asserted-by":"crossref","unstructured":"Berkovsky, S., Freyne, J.: Group-based recipe recommendations: analysis of data aggregation strategies. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 111\u2013118. ACM (2010)","DOI":"10.1145\/1864708.1864732"},{"key":"20_CR42","unstructured":"Said, A., Tikk, D., Shi, Y., Larson, M., Stumpf, K., Cremonesi, P.: Recommender systems evaluation: A 3d benchmark. In: ACM RecSys 2012 Workshop on Recommendation Utility Evaluation: Beyond RMSE, Dublin, Ireland, pp. 21\u201323 (2012)"},{"issue":"1","key":"20_CR43","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1145\/963770.963772","volume":"22","author":"JL Herlocker","year":"2004","unstructured":"Herlocker, J.L., Konstan, J.A., Terveen, L.G., Riedl, J.T.: Evaluating collaborative filtering recommender systems. ACM Trans. Inf. Syst. (TOIS) 22(1), 5\u201353 (2004)","journal-title":"ACM Trans. Inf. Syst. (TOIS)"},{"key":"20_CR44","doi-asserted-by":"crossref","unstructured":"Ziefle, M., Rocker, C., Holzinger, A.: Medical technology in smart homes: exploring the user\u2019s perspective on privacy, intimacy and trust. In: 2011 IEEE 35th Annual Computer Software and Applications Conference Workshops (COMPSACW), pp. 410\u2013415. IEEE (2011)","DOI":"10.1109\/COMPSACW.2011.75"},{"issue":"10","key":"20_CR45","doi-asserted-by":"crossref","first-page":"4511","DOI":"10.1073\/pnas.1000488107","volume":"107","author":"T Zhou","year":"2010","unstructured":"Zhou, T., Kuscsik, Z., Liu, J.G., Medo, M., Wakeling, J.R., Zhang, Y.C.: Solving the apparent diversity-accuracy dilemma of recommender systems. Proc. Natl. Acad. Sci. 107(10), 4511\u20134515 (2010)","journal-title":"Proc. Natl. Acad. Sci."},{"issue":"5","key":"20_CR46","doi-asserted-by":"crossref","first-page":"421","DOI":"10.1016\/j.ijhcs.2006.11.012","volume":"65","author":"R Beale","year":"2007","unstructured":"Beale, R.: Supporting serendipity: Using ambient intelligence to augment user exploration for data mining and web browsing. Int. J. Hum. Comput. Stud. 65(5), 421\u2013433 (2007)","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"20_CR47","unstructured":"Hors-Fraile, S., Benjumea, F.J.N., Hern\u00e1ndez, L.C., Ruiz, F.O., Fernandez-Luque, L.: Design of two combined health recommender systems for tailoring messages in a smoking cessation app. arXiv preprint arXiv:1608.07192 (2016)"},{"key":"20_CR48","unstructured":"Ekstrand, J.D., Ekstrand, M.D.: First do no harm: Considering and minimizing harm in recommender systems designed for engendering health. In: Engendering Health Workshop at the RecSys 2016 Conference (2016)"},{"issue":"4","key":"20_CR49","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1145\/1278366.1278372","volume":"7","author":"B Mobasher","year":"2007","unstructured":"Mobasher, B., Burke, R., Bhaumik, R., Williams, C.: Toward trustworthy recommender systems: an analysis of attack models and algorithm robustness. ACM Trans. Internet Technol. (TOIT) 7(4), 23 (2007)","journal-title":"ACM Trans. Internet Technol. (TOIT)"},{"key":"20_CR50","doi-asserted-by":"publisher","unstructured":"Grasgruber, P., Sebera, M., Hrazdira, E., Hrebickova, S., Cacek, J.: Food consumption and the actual statistics of cardiovascular diseases: an epidemiological comparison of 42 European countries. Food Nutr. Res. 60 (2016). doi: 10.3402\/fnr.v60.31694","DOI":"10.3402\/fnr.v60.31694"},{"issue":"2","key":"20_CR51","first-page":"163","volume":"52","author":"C Spinuzzi","year":"2005","unstructured":"Spinuzzi, C.: The methodology of participatory design. Tech. Commun. 52(2), 163\u2013174 (2005)","journal-title":"Tech. Commun."},{"key":"20_CR52","doi-asserted-by":"crossref","unstructured":"Ekstrand, M.D., Willemsen, M.C.: Behaviorism is not enough: better recommendations through listening to users. In: Proceedings of the 10th ACM Conference on Recommender Systems. RecSys 2016, pp. 221\u2013224. ACM, New York (2016)","DOI":"10.1145\/2959100.2959179"},{"key":"20_CR53","doi-asserted-by":"crossref","unstructured":"Barnes, S.B.: A privacy paradox: Social networking in the united states. First Monday 11(9) (2006)","DOI":"10.5210\/fm.v11i9.1394"},{"key":"20_CR54","unstructured":"Martin, R.L.: The design of business: why design thinking is the next competitive advantage. Harvard Business Press (2009)"},{"key":"20_CR55","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-540-79228-4_1","volume-title":"Theory and Applications of Models of Computation","author":"C Dwork","year":"2008","unstructured":"Dwork, C.: Differential privacy: a survey of results. In: Agrawal, M., Du, D., Duan, Z., Li, A. (eds.) TAMC 2008. LNCS, vol. 4978, pp. 1\u201319. Springer, Heidelberg (2008). doi: 10.1007\/978-3-540-79228-4_1"},{"key":"20_CR56","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1007\/978-0-387-70992-5_2","volume-title":"Privacy-Preserving Data Mining","author":"CC Aggarwal","year":"2008","unstructured":"Aggarwal, C.C., Philip, S.Y.: A general survey of privacy-preserving data mining models and algorithms. In: Aggarwal, C.C., Yu, P.S. (eds.) Privacy-Preserving Data Mining, pp. 11\u201352. Springer, US (2008)"},{"key":"20_CR57","doi-asserted-by":"crossref","unstructured":"Ziefle, M., Halbey, J., Kowalewski, S.: Users willingness to share data on the internet: Perceived benefits and caveats. In: Proceedings of the International Conference on Internet of Things and Big Data (IoTBD 2016), pp. 255\u2013265 (2016)","DOI":"10.5220\/0005897402550265"},{"key":"20_CR58","doi-asserted-by":"crossref","first-page":"815","DOI":"10.1016\/j.promfg.2015.07.336","volume":"3","author":"S Kowalewski","year":"2015","unstructured":"Kowalewski, S., Ziefle, M., Ziegeldorf, H., Wehrle, K.: Like us on facebook!-analyzing user preferences regarding privacy settings in germany. Procedia Manuf. 3, 815\u2013822 (2015)","journal-title":"Procedia Manuf."},{"issue":"2","key":"20_CR59","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1108\/JCM-06-2013-0606","volume":"31","author":"HS Akhter","year":"2014","unstructured":"Akhter, H.S.: Privacy concern and online transactions: the impact of internet self-efficacy and internet involvement. J. Consum. Mark. 31(2), 118\u2013125 (2014)","journal-title":"J. Consum. Mark."},{"issue":"1","key":"20_CR60","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1016\/j.chb.2008.08.006","volume":"25","author":"J Fogel","year":"2009","unstructured":"Fogel, J., Nehmad, E.: Internet social network communities: risk taking, trust, and privacy concerns. Comput. Hum. Behav. 25(1), 153\u2013160 (2009)","journal-title":"Comput. Hum. Behav."},{"issue":"2","key":"20_CR61","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1007\/s10551-004-1571-0","volume":"54","author":"O Freestone","year":"2004","unstructured":"Freestone, O., Mitchell, V.: Generation y attitudes towards e-ethics and internet-related misbehaviours. J. Bus. Ethics 54(2), 121\u2013128 (2004)","journal-title":"J. Bus. Ethics"},{"issue":"4","key":"20_CR62","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1162\/DAED_a_00113","volume":"140","author":"H Nissenbaum","year":"2011","unstructured":"Nissenbaum, H.: A contextual approach to privacy online. Daedalus 140(4), 32\u201348 (2011)","journal-title":"Daedalus"},{"issue":"3","key":"20_CR63","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1177\/1460458212442933","volume":"18","author":"W Wilkowska","year":"2012","unstructured":"Wilkowska, W., Ziefle, M.: Privacy and data security in e-health: requirements from the users perspective. Health Inf. J. 18(3), 191\u2013201 (2012)","journal-title":"Health Inf. J."},{"key":"20_CR64","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"607","DOI":"10.1007\/978-3-642-25364-5_43","volume-title":"Information Quality in e-Health","author":"M Ziefle","year":"2011","unstructured":"Ziefle, M., Himmel, S., Wilkowska, W.: When your living space knows what you do: acceptance of medical home monitoring by different technologies. In: Holzinger, A., Simonic, K.-M. (eds.) USAB 2011. LNCS, vol. 7058, pp. 607\u2013624. Springer, Heidelberg (2011). doi: 10.1007\/978-3-642-25364-5_43"},{"key":"20_CR65","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"570","DOI":"10.1007\/978-3-319-20376-8_51","volume-title":"Human Aspects of Information Security, Privacy, and Trust","author":"T Schmidt","year":"2015","unstructured":"Schmidt, T., Philipsen, R., Ziefle, M.: From V2X to Control2Trust. In: Tryfonas, T., Askoxylakis, I. (eds.) HAS 2015. LNCS, vol. 9190, pp. 570\u2013581. Springer, Heidelberg (2015). doi: 10.1007\/978-3-319-20376-8_51"},{"key":"20_CR66","first-page":"149","volume":"25","author":"IM Lipkus","year":"1998","unstructured":"Lipkus, I.M., Hollands, J.: The visual communication of risk. J. National Cancer Inst. Monogr. 25, 149\u2013163 (1998)","journal-title":"J. National Cancer Inst. Monogr."},{"key":"20_CR67","unstructured":"Seipp, K., Ochoa, X., Guti\u00e9rrez, F., Verbert, K.: A research agenda for managing uncertainty in visual analytics. Mensch und Computer 2016-Workshopband (2016)"},{"key":"20_CR68","doi-asserted-by":"crossref","first-page":"741","DOI":"10.1136\/bmj.327.7417.741","volume":"327","author":"G Gigerenzer","year":"2003","unstructured":"Gigerenzer, G., Edwards, A.: Simple tools for understanding risks: from innumeracy to insight. BMJ. Brit. Med. J. 327, 741\u2013744 (2003)","journal-title":"BMJ. Brit. Med. J."},{"issue":"12","key":"20_CR69","doi-asserted-by":"crossref","first-page":"2431","DOI":"10.1109\/TVCG.2012.213","volume":"18","author":"M Sedlmair","year":"2012","unstructured":"Sedlmair, M., Meyer, M., Munzner, T.: Design study methodology: reflections from the trenches and the stacks. IEEE Trans. Vis. Comput. Graph. 18(12), 2431\u20132440 (2012)","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"20_CR70","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1007\/978-3-319-20609-7_42","volume-title":"Learning and Collaboration Technologies","author":"A Calero Valdez","year":"2015","unstructured":"Calero Valdez, A., Bruns, S., Greven, C., Schroeder, U., Ziefle, M.: What do my colleagues know? dealing with cognitive complexity in organizations through visualizations. In: Zaphiris, P., Ioannou, A. (eds.) LCT 2015. LNCS, vol. 9192, pp. 449\u2013459. Springer, Heidelberg (2015). doi: 10.1007\/978-3-319-20609-7_42"},{"key":"20_CR71","doi-asserted-by":"crossref","unstructured":"Parra, D., Brusilovsky, P., Trattner, C.: See what you want to see: visual user-driven approach for hybrid recommendation. In: Proceedings of the 19th International Conference on Intelligent User Interfaces, pp. 235\u2013240. ACM (2014)","DOI":"10.1145\/2557500.2557542"},{"key":"20_CR72","unstructured":"Calero Valdez, A., Brauner, P., Ziefle, M., Kuhlen, T.W., Sedlmair, M.: Human factors in information visualization and decision support systems. Mensch und Computer 2016-Workshopband (2016)"},{"issue":"1","key":"20_CR73","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1007\/s00287-015-0941-6","volume":"39","author":"A Holzinger","year":"2016","unstructured":"Holzinger, A.: Interactive machine learning (iml). Informatik-Spektrum 39(1), 64\u201368 (2016)","journal-title":"Informatik-Spektrum"},{"key":"20_CR74","doi-asserted-by":"publisher","unstructured":"Kieseberg, P., Malle, B., Fr\u00fchwirt, P., et al.: Brain Inf. 3, 269 (2016). doi: 10.1007\/s40708-016-0046-2","DOI":"10.1007\/s40708-016-0046-2"},{"key":"20_CR75","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1007\/978-3-319-45507-5_17","volume-title":"Availability, Reliability, and Security in Information Systems","author":"B Malle","year":"2016","unstructured":"Malle, B., Kieseberg, P., Weippl, E., Holzinger, A.: The right to be forgotten: towards machine learning on perturbed knowledge bases. In: Buccafurri, F., Holzinger, A., Kieseberg, P., Tjoa, A.M., Weippl, E. (eds.) CD-ARES 2016. LNCS, vol. 9817, pp. 251\u2013266. Springer, Heidelberg (2016). doi: 10.1007\/978-3-319-45507-5_17"},{"key":"20_CR76","unstructured":"Kieseberg, P., Weippl, E., Holzinger, A.: Trust for the doctor-in-the-loop. European Research Consortium for Informatics and Mathematics (ERCIM) News: Tackling Big Data in the Life Sciences 104(1), 32\u201333"},{"key":"20_CR77","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/978-3-319-00372-6_5","volume-title":"Multimedia Services in Intelligent Environments","author":"A Felfernig","year":"2013","unstructured":"Felfernig, A., Jeran, M., Ninaus, G., Reinfrank, F., Reiterer, S.: Toward the next generation of recommender systems: applications and research challenges. In: Tsihrintzis, G.A. (ed.) Multimedia Services in Intelligent Environments, pp. 81\u201398. Springer, Switzerland (2013)"},{"key":"20_CR78","doi-asserted-by":"crossref","unstructured":"Rossetti, M., Stella, F., Zanker, M.: Contrasting offline and online results when evaluating recommendation algorithms. In: Proceedings of the 10th ACM Conference on Recommender Systems, pp. 31\u201334. ACM (2016)","DOI":"10.1145\/2959100.2959176"},{"key":"20_CR79","doi-asserted-by":"crossref","unstructured":"Karumur, R.P., Nguyen, T.T., Konstan, J.A.: Exploring the value of personality in predicting rating behaviors: a study of category preferences on movielens. In: Proceedings of the 10th ACM Conference on Recommender Systems, pp. 139\u2013142. ACM (2016)","DOI":"10.1145\/2959100.2959140"},{"key":"20_CR80","doi-asserted-by":"crossref","unstructured":"Azaria, A., Hong, J.: Recommender systems with personality. In: Proceedings of the 10th ACM Conference on Recommender Systems, RecSys 2016, pp. 207\u2013210. ACM, New York (2016)","DOI":"10.1145\/2959100.2959138"},{"issue":"4","key":"20_CR81","doi-asserted-by":"crossref","first-page":"383","DOI":"10.1509\/jmkr.2005.42.4.383","volume":"42","author":"B Shiv","year":"2005","unstructured":"Shiv, B., Carmon, Z., Ariely, D.: Placebo effects of marketing actions: consumers may get what they pay for. J. Mark. Res. 42(4), 383\u2013393 (2005)","journal-title":"J. Mark. Res."},{"key":"20_CR82","doi-asserted-by":"crossref","unstructured":"Laufer, P., Wagner, C., Fl\u00f6ck, F., Strohmaier, M.: Mining cross-cultural relations from wikipedia: a study of 31 european food cultures. In: Proceedings of the ACM Web Science Conference, p. 3. ACM (2015)","DOI":"10.1145\/2786451.2786452"},{"issue":"1","key":"20_CR83","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/1472-6963-8-82","volume":"8","author":"B Babitsch","year":"2008","unstructured":"Babitsch, B., Braun, T., Borde, T., David, M.: Doctor\u2019s perception of doctor-patient relationships in emergency departments: what roles do gender and ethnicity play? BMC Health Serv. Res. 8(1), 1 (2008)","journal-title":"BMC Health Serv. Res."},{"key":"20_CR84","doi-asserted-by":"crossref","unstructured":"Knijnenburg, B.P., Sivakumar, S., Wilkinson, D.: Recommender systems for self-actualization. In: Proceedings of the 10th ACM Conference on Recommender Systems, RecSys 2016, pp. 11\u201314. ACM, New York (2016)","DOI":"10.1145\/2959100.2959189"}],"container-title":["Lecture Notes in Computer Science","Machine Learning for Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-50478-0_20","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,13]],"date-time":"2025-06-13T11:24:27Z","timestamp":1749813867000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-50478-0_20"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319504773","9783319504780"],"references-count":84,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-50478-0_20","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]}}}