{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T11:26:36Z","timestamp":1751109996175,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":54,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,9,13]],"date-time":"2021-09-13T00:00:00Z","timestamp":1631491200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,9,13]]},"DOI":"10.1145\/3460231.3470927","type":"proceedings-article","created":{"date-parts":[[2021,9,13]],"date-time":"2021-09-13T21:45:04Z","timestamp":1631569504000},"page":"783-786","source":"Crossref","is-referenced-by-count":3,"title":["Joint Workshop on Interfaces and Human Decision Making for Recommender Systems (IntRS\u201921)"],"prefix":"10.1145","author":[{"given":"Peter","family":"Brusilovsky","sequence":"first","affiliation":[{"name":"School of Computing and Information University of Pittsburgh, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Marco","family":"de Gemmis","sequence":"additional","affiliation":[{"name":"Dept. of Computer Science University of Bari Aldo Moro, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexander","family":"Felfernig","sequence":"additional","affiliation":[{"name":"Graz University of Technology Software Technology Institute, Austria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elisabeth","family":"Lex","sequence":"additional","affiliation":[{"name":"Graz University of Technology, Austria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pasquale","family":"Lops","sequence":"additional","affiliation":[{"name":"Department of Computer Science University of Bari Aldo Moro, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Giovanni","family":"Semeraro","sequence":"additional","affiliation":[{"name":"Dept. of Computer Science University of Bari ALDO MORO, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Martijn C.","family":"Willemsen","sequence":"additional","affiliation":[{"name":"Human-Technology Interaction Group Eindhoven University of Technology, Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2021,9,13]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 2\u20139.","author":"Adomavicius Gediminas","year":"2014","unstructured":"Gediminas Adomavicius , Jesse\u00a0 C Bockstedt , Curley Shawn , and Jingjing Zhang . 2014 . De-biasing user preference ratings in recommender systems . In Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 2\u20139. Gediminas Adomavicius, Jesse\u00a0C Bockstedt, Curley Shawn, and Jingjing Zhang. 2014. De-biasing user preference ratings in recommender systems. In Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 2\u20139."},{"key":"e_1_3_2_1_2_1","volume-title":"Proceedings of the sixth ACM conference on Recommender systems. ACM","author":"Bollen Dirk","year":"2012","unstructured":"Dirk Bollen , Mark Graus , and Martijn\u00a0 C Willemsen . 2012 . Remembering the stars? Effect of time on preference retrieval from memory . In Proceedings of the sixth ACM conference on Recommender systems. ACM , Dublin, Ireland, 217\u2013220. Dirk Bollen, Mark Graus, and Martijn\u00a0C Willemsen. 2012. Remembering the stars? Effect of time on preference retrieval from memory. In Proceedings of the sixth ACM conference on Recommender systems. ACM, Dublin, Ireland, 217\u2013220."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1864708.1864724"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/2533670.2533675"},{"key":"e_1_3_2_1_5_1","volume-title":"Tag-Enhanced Collaborative Filtering for Increasing Transparency and Interactive Control. In 24th Conference on User Modeling, Adaptation and Personalization (UMAP","author":"Donkers Tim","year":"2016","unstructured":"Tim Donkers , Benedikt Loepp , and J\u00fcrgen Ziegler . 2016 . Tag-Enhanced Collaborative Filtering for Increasing Transparency and Interactive Control. In 24th Conference on User Modeling, Adaptation and Personalization (UMAP 2016). ACM Press, 169\u2013173. Tim Donkers, Benedikt Loepp, and J\u00fcrgen Ziegler. 2016. Tag-Enhanced Collaborative Filtering for Increasing Transparency and Interactive Control. In 24th Conference on User Modeling, Adaptation and Personalization (UMAP 2016). ACM Press, 169\u2013173."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/2645710.2645737"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"crossref","unstructured":"A. Felfernig G Friedrich B. Gula M. Hitz T Kruggel G. Leitner R. Melcher D. Riepan S. Strauss E. Teppan and O. Vitouch. 2007. Persuasive recommendation: Serial position effects in knowledge-based recommender systems. In Persuasive Technology(LNCS Vol.\u00a04744). Springer 283\u2013294.  A. Felfernig G Friedrich B. Gula M. Hitz T Kruggel G. Leitner R. Melcher D. Riepan S. Strauss E. Teppan and O. Vitouch. 2007. Persuasive recommendation: Serial position effects in knowledge-based recommender systems. In Persuasive Technology(LNCS Vol.\u00a04744). Springer 283\u2013294.","DOI":"10.1007\/978-3-540-77006-0_34"},{"key":"e_1_3_2_1_8_1","volume-title":"4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 2\u20139.","author":"Feuerbach Jan","year":"2017","unstructured":"Jan Feuerbach , Benedikt Loepp , Catalin-Mihai Barbu , and J\u00fcrgen Ziegler . 2017 . Enhancing an Interactive Recommendation System with Review-based Information Filtering .. In 4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 2\u20139. Jan Feuerbach, Benedikt Loepp, Catalin-Mihai Barbu, and J\u00fcrgen Ziegler. 2017. Enhancing an Interactive Recommendation System with Review-based Information Filtering.. In 4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 2\u20139."},{"volume-title":"IntRS 2018: 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 32\u201336.","author":"Gaspar Peter","key":"e_1_3_2_1_9_1","unstructured":"Peter Gaspar , Michal Kompan , Jakub Simko , and Maria Bielikova . 2018. Analysis of User Behavior in Interfaces with Recommended Items: An Eye-tracking Study .. In IntRS 2018: 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 32\u201336. Peter Gaspar, Michal Kompan, Jakub Simko, and Maria Bielikova. 2018. Analysis of User Behavior in Interfaces with Recommended Items: An Eye-tracking Study.. In IntRS 2018: 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 32\u201336."},{"key":"e_1_3_2_1_10_1","volume-title":"5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 24\u201331","author":"Ghanmode Ishan","year":"2018","unstructured":"Ishan Ghanmode and Nava Tintarev . 2018 . MovieTweeters: An Interactive Interface to Improve Recommendation Novelty . In 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 24\u201331 . Ishan Ghanmode and Nava Tintarev. 2018. MovieTweeters: An Interactive Interface to Improve Recommendation Novelty. In 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR, 24\u201331."},{"key":"e_1_3_2_1_11_1","volume-title":"Heuristic decision making. Annual review of psychology 62","author":"Gigerenzer Gerd","year":"2011","unstructured":"Gerd Gigerenzer and Wolfgang Gaissmaier . 2011. Heuristic decision making. Annual review of psychology 62 ( 2011 ), 451\u2013482. Gerd Gigerenzer and Wolfgang Gaissmaier. 2011. Heuristic decision making. Annual review of psychology 62 (2011), 451\u2013482."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/2792838.2799681"},{"key":"e_1_3_2_1_13_1","unstructured":"Mark\u00a0P Graus and Martijn\u00a0C Willemsen. 2016. Can trailers help to alleviate popularity bias in choice-based preference elicitation?. In IntRS@ RecSys. 22\u201327.  Mark\u00a0P Graus and Martijn\u00a0C Willemsen. 2016. Can trailers help to alleviate popularity bias in choice-based preference elicitation?. In IntRS@ RecSys. 22\u201327."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cogsys.2020.07.003"},{"key":"e_1_3_2_1_15_1","volume-title":"C","author":"He Chen","year":"2016","unstructured":"Chen He , Denis Parra , and Katrien Verbert . 2016. Interactive recommender systems: A survey of the state of the art and future research challenges and opportunities. Expert Systems with Applications 56 , C ( 2016 ), 59\u201327. Chen He, Denis Parra, and Katrien Verbert. 2016. Interactive recommender systems: A survey of the state of the art and future research challenges and opportunities. Expert Systems with Applications 56, C (2016), 59\u201327."},{"key":"e_1_3_2_1_16_1","volume-title":"6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 46\u201354","author":"Herrmanny Katja","year":"2019","unstructured":"Katja Herrmanny , Simone L\u00f6ppenberg , and Michael Schwarz . 2019 . Investigating Mechanisms for User Integration in the Activity Goal Recommendation Process by Interface Design .. In 6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 46\u201354 . Katja Herrmanny, Simone L\u00f6ppenberg, and Michael Schwarz. 2019. Investigating Mechanisms for User Integration in the Activity Goal Recommendation Process by Interface Design.. In 6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 46\u201354."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/1943403.1943462"},{"volume-title":"Recommender Systems Handbook","author":"Jameson Anthony","key":"e_1_3_2_1_18_1","unstructured":"Anthony Jameson , Martijn\u00a0 C Willemsen , Alexander Felfernig , Marco de Gemmis , Pasquale Lops , Giovanni Semeraro , and Li Chen . 2015. Human decision making and recommender systems . In Recommender Systems Handbook . Springer , 611\u2013648. Anthony Jameson, Martijn\u00a0C Willemsen, Alexander Felfernig, Marco de Gemmis, Pasquale Lops, Giovanni Semeraro, and Li Chen. 2015. Human decision making and recommender systems. In Recommender Systems Handbook. Springer, 611\u2013648."},{"key":"e_1_3_2_1_19_1","volume-title":"4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a01884","author":"Jin Yucheng","year":"2017","unstructured":"Yucheng Jin , Bruno Cardoso , and Katrien Verbert . 2017 . How do different levels of user control affect cognitive load and acceptance of recommendations? . In 4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a01884 . CEUR Workshop Proceedings, 35\u201342. Yucheng Jin, Bruno Cardoso, and Katrien Verbert. 2017. How do different levels of user control affect cognitive load and acceptance of recommendations?. In 4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a01884. CEUR Workshop Proceedings, 35\u201342."},{"key":"e_1_3_2_1_20_1","first-page":"10","article-title":"Interacting with recommenders\u2014overview and research directions","volume":"7","author":"Jugovac Michael","year":"2017","unstructured":"Michael Jugovac and Dietmar Jannach . 2017 . Interacting with recommenders\u2014overview and research directions . ACM Transactions on Interactive Intelligent Systems (TiiS) 7 , 3(2017), 10 . Michael Jugovac and Dietmar Jannach. 2017. Interacting with recommenders\u2014overview and research directions. ACM Transactions on Interactive Intelligent Systems (TiiS) 7, 3(2017), 10.","journal-title":"ACM Transactions on Interactive Intelligent Systems (TiiS)"},{"volume-title":"fast and slow. Farrar, Straus and Giroux","author":"Kahneman Daniel","key":"e_1_3_2_1_21_1","unstructured":"Daniel Kahneman . 2011. Thinking , fast and slow. Farrar, Straus and Giroux , New York . Daniel Kahneman. 2011. Thinking, fast and slow. Farrar, Straus and Giroux, New York."},{"key":"e_1_3_2_1_22_1","volume-title":"Inspectability and Control in Social Recommenders. In 6th ACM Conference on Recommender System. 43\u201350","author":"Knijnenburg P.","year":"2012","unstructured":"Bart\u00a0 P. Knijnenburg , Svetlin Bostandjiev , John O\u2019Donovan , and Alfred Kobsa . 2012 . Inspectability and Control in Social Recommenders. In 6th ACM Conference on Recommender System. 43\u201350 . Bart\u00a0P. Knijnenburg, Svetlin Bostandjiev, John O\u2019Donovan, and Alfred Kobsa. 2012. Inspectability and Control in Social Recommenders. In 6th ACM Conference on Recommender System. 43\u201350."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/2043932.2043960"},{"volume-title":"Recommender Systems Handbook","author":"Knijnenburg P","key":"e_1_3_2_1_24_1","unstructured":"Bart\u00a0 P Knijnenburg and Martijn\u00a0 C Willemsen . 2015. Evaluating recommender systems with user experiments . In Recommender Systems Handbook . Springer , 309\u2013352. Bart\u00a0P Knijnenburg and Martijn\u00a0C Willemsen. 2015. Evaluating recommender systems with user experiments. In Recommender Systems Handbook. Springer, 309\u2013352."},{"key":"e_1_3_2_1_25_1","volume-title":"Proceedings of the 26th International Conference on World Wide Web","author":"Kowald Dominik","year":"2017","unstructured":"Dominik Kowald , Subhash\u00a0Chandra Pujari , and Elisabeth Lex . 2017 . Temporal Effects on Hashtag Reuse in Twitter: A Cognitive-Inspired Hashtag Recommendation Approach . In Proceedings of the 26th International Conference on World Wide Web ( Perth, Australia). 1401\u20131410. Dominik Kowald, Subhash\u00a0Chandra Pujari, and Elisabeth Lex. 2017. Temporal Effects on Hashtag Reuse in Twitter: A Cognitive-Inspired Hashtag Recommendation Approach. In Proceedings of the 26th International Conference on World Wide Web (Perth, Australia). 1401\u20131410."},{"key":"e_1_3_2_1_26_1","volume-title":"5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a02225","author":"Kumar Vikas","year":"2018","unstructured":"Vikas Kumar , Sabirat Rubya , Joseph\u00a0 A Konstan , and Loren Terveen . 2018 . Risk\u201d attention\u201d or\u201d adventure\u201d: A qualitative study of novelty and familiarity in music listening . In 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a02225 . 15\u201323. Vikas Kumar, Sabirat Rubya, Joseph\u00a0A Konstan, and Loren Terveen. 2018. Risk\u201d attention\u201d or\u201d adventure\u201d: A qualitative study of novelty and familiarity in music listening. In 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a02225. 15\u201323."},{"key":"e_1_3_2_1_27_1","volume-title":"Alexander Felfernig","author":"Lex Elisabeth","year":"2021","unstructured":"Elisabeth Lex , Dominik Kowald , Paul Seitlinger , Thi Ngoc\u00a0Trang Tran , Alexander Felfernig , Markus Schedl, 2021 . Psychology-informed Recommender Systems. Foundations and Trends\u00ae in Information Retrieval 15, 2(2021), 134\u2013242. Elisabeth Lex, Dominik Kowald, Paul Seitlinger, Thi Ngoc\u00a0Trang Tran, Alexander Felfernig, Markus Schedl, 2021. Psychology-informed Recommender Systems. Foundations and Trends\u00ae in Information Retrieval 15, 2(2021), 134\u2013242."},{"key":"e_1_3_2_1_28_1","volume-title":"The role of affect in decision making. Handbook of affective science 619, 642","author":"Loewenstein George","year":"2003","unstructured":"George Loewenstein and Jennifer\u00a0 S Lerner . 2003. The role of affect in decision making. Handbook of affective science 619, 642 ( 2003 ), 3. George Loewenstein and Jennifer\u00a0S Lerner. 2003. The role of affect in decision making. Handbook of affective science 619, 642 (2003), 3."},{"key":"e_1_3_2_1_29_1","volume-title":"5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. 7\u201314","author":"Lu Feng","year":"2018","unstructured":"Feng Lu and Nava Tintarev . 2018 . A Diversity Adjusting Strategy with Personality for Music Recommendation . In 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. 7\u201314 . Feng Lu and Nava Tintarev. 2018. A Diversity Adjusting Strategy with Personality for Music Recommendation. In 5th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. 7\u201314."},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1023\/B:USER.0000010138.79319.fd"},{"key":"e_1_3_2_1_31_1","volume-title":"6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a02450","author":"Millecamp Martijn","year":"2019","unstructured":"Martijn Millecamp , Sidra Naveed , Katrien Verbert , and J\u00fcrgen Ziegler . 2019 . To explain or not to explain: The effects of personal characteristics when explaining feature-based recommendations in different domains . In 6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a02450 . CEUR Workshop Proceedings, 10\u201318. Martijn Millecamp, Sidra Naveed, Katrien Verbert, and J\u00fcrgen Ziegler. 2019. To explain or not to explain: The effects of personal characteristics when explaining feature-based recommendations in different domains. In 6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a02450. CEUR Workshop Proceedings, 10\u201318."},{"key":"e_1_3_2_1_32_1","volume-title":"6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 36\u201345","author":"Nakao Yuri","year":"2019","unstructured":"Yuri Nakao , Takuya Ohwa , and Kotaro Ohori . 2019 . Generation of Hints to Overcome Difficulty in Operating Interactive Recommender Systems .. In 6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 36\u201345 . Yuri Nakao, Takuya Ohwa, and Kotaro Ohori. 2019. Generation of Hints to Overcome Difficulty in Operating Interactive Recommender Systems.. In 6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems. CEUR Workshop Proceedings, 36\u201345."},{"key":"e_1_3_2_1_33_1","volume-title":"Featuristic: An interactive hybrid system for generating explainable recommendations\u2013beyond system accuracy. system 18(2020), 33.","author":"Naveed Sidra","year":"2020","unstructured":"Sidra Naveed and J\u00fcrgen Ziegler . 2020 . Featuristic: An interactive hybrid system for generating explainable recommendations\u2013beyond system accuracy. system 18(2020), 33. Sidra Naveed and J\u00fcrgen Ziegler. 2020. Featuristic: An interactive hybrid system for generating explainable recommendations\u2013beyond system accuracy. system 18(2020), 33."},{"key":"e_1_3_2_1_34_1","volume-title":"Proceedings of the twenty-sixth annual SIGCHI conference on Human factors in computing systems. ACM, 1085\u20131088","author":"O\u2019Donovan John","year":"2008","unstructured":"John O\u2019Donovan , Barry Smyth , Brynjar Gretarsson , Svetlin Bostandjiev , and Tobias H\u0161llerer . 2008 . PeerChooser: visual interactive recommendation . In Proceedings of the twenty-sixth annual SIGCHI conference on Human factors in computing systems. ACM, 1085\u20131088 . John O\u2019Donovan, Barry Smyth, Brynjar Gretarsson, Svetlin Bostandjiev, and Tobias H\u0161llerer. 2008. PeerChooser: visual interactive recommendation. In Proceedings of the twenty-sixth annual SIGCHI conference on Human factors in computing systems. ACM, 1085\u20131088."},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/2557500.2557542"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/1111449.1111475"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/2043932.2043962"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/245108.245121"},{"volume-title":"Recommender systems handbook","author":"Ricci Francesco","key":"e_1_3_2_1_39_1","unstructured":"Francesco Ricci , Lior Rokach , and Bracha Shapira . 2011. Introduction to recommender systems handbook . In Recommender systems handbook . Springer , 1\u201335. Francesco Ricci, Lior Rokach, and Bracha Shapira. 2011. Introduction to recommender systems handbook. In Recommender systems handbook. Springer, 1\u201335."},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/3213765"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/2740908.2743057"},{"key":"e_1_3_2_1_42_1","volume-title":"Individual differences in rational thought.Journal of experimental psychology: general 127, 2","author":"Stanovich E","year":"1998","unstructured":"Keith\u00a0 E Stanovich and Richard\u00a0 F West . 1998. Individual differences in rational thought.Journal of experimental psychology: general 127, 2 ( 1998 ), 161. Keith\u00a0E Stanovich and Richard\u00a0F West. 1998. Individual differences in rational thought.Journal of experimental psychology: general 127, 2 (1998), 161."},{"volume-title":"The 23rd Conference on User Modeling, Adaptation and Personalization UMAP 2015(Lecture Notes in Computer Science, Vol.\u00a09146)","author":"Stettinger M.","key":"e_1_3_2_1_43_1","unstructured":"M. Stettinger , A. Felfernig , G. Leitner , and S. Reiterer . 2015. Counteracting Anchoring Effects in Group Decision Making .. In The 23rd Conference on User Modeling, Adaptation and Personalization UMAP 2015(Lecture Notes in Computer Science, Vol.\u00a09146) . Springer, Trinity College, Dublin, Ireland, 118\u2013130. M. Stettinger, A. Felfernig, G. Leitner, and S. Reiterer. 2015. Counteracting Anchoring Effects in Group Decision Making.. In The 23rd Conference on User Modeling, Adaptation and Personalization UMAP 2015(Lecture Notes in Computer Science, Vol.\u00a09146). Springer, Trinity College, Dublin, Ireland, 118\u2013130."},{"volume-title":"Counteracting Serial Position Effects in the Choicla Group Decision Support Environment. In 20th ACM Conference on Intelligent User Interfaces (IUI2015)","author":"Stettinger M.","key":"e_1_3_2_1_44_1","unstructured":"M. Stettinger , A. Felfernig , G. Leitner , S. Reiterer , and M. Jeran . 2015 . Counteracting Serial Position Effects in the Choicla Group Decision Support Environment. In 20th ACM Conference on Intelligent User Interfaces (IUI2015) . Atlanta, Georgia, USA, 148\u2013157. M. Stettinger, A. Felfernig, G. Leitner, S. Reiterer, and M. Jeran. 2015. Counteracting Serial Position Effects in the Choicla Group Decision Support Environment. In 20th ACM Conference on Intelligent User Interfaces (IUI2015). Atlanta, Georgia, USA, 148\u2013157."},{"key":"e_1_3_2_1_45_1","volume-title":"The 11th International Conference on Educational Data Mining. 592\u2013595","author":"Thaker Khushboo","year":"2018","unstructured":"Khushboo Thaker , Yun Huang , Peter Brusilovsky , and He Daqing . 2018 . Dynamic knowledge modeling with heterogeneous activities for adaptive textbooks . In The 11th International Conference on Educational Data Mining. 592\u2013595 . Khushboo Thaker, Yun Huang, Peter Brusilovsky, and He Daqing. 2018. Dynamic knowledge modeling with heterogeneous activities for adaptive textbooks. In The 11th International Conference on Educational Data Mining. 592\u2013595."},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2681(80)90051-7"},{"volume-title":"Recommender systems handbook","author":"Tintarev Nava","key":"e_1_3_2_1_47_1","unstructured":"Nava Tintarev and Judith Masthoff . 2015. Explaining recommendations: Design and evaluation . In Recommender systems handbook . Springer , 353\u2013382. Nava Tintarev and Judith Masthoff. 2015. Explaining recommendations: Design and evaluation. In Recommender systems handbook. Springer, 353\u2013382."},{"key":"e_1_3_2_1_48_1","volume-title":"Proceedings of the RecSys 2011 Workshop on Human Decision Making in Recommender Systems and User\u2010Centric Evaluation of Recommender Systems and Their Interfaces. Citeseer, 9\u201313","author":"Tkalcic Marko","year":"2011","unstructured":"Marko Tkalcic , Andrej Kosir , and Jurij Tasic . 2011 . Affective recommender systems: the role of emotions in recommender systems . In Proceedings of the RecSys 2011 Workshop on Human Decision Making in Recommender Systems and User\u2010Centric Evaluation of Recommender Systems and Their Interfaces. Citeseer, 9\u201313 . Marko Tkalcic, Andrej Kosir, and Jurij Tasic. 2011. Affective recommender systems: the role of emotions in recommender systems. In Proceedings of the RecSys 2011 Workshop on Human Decision Making in Recommender Systems and User\u2010Centric Evaluation of Recommender Systems and Their Interfaces. Citeseer, 9\u201313."},{"key":"e_1_3_2_1_49_1","first-page":"1","article-title":"Humanized Recommender Systems: State-of-the-art and Research Issues","volume":"11","author":"Ngoc\u00a0Trang Tran Thi","year":"2021","unstructured":"Thi Ngoc\u00a0Trang Tran , Alexander Felfernig , and Nava Tintarev . 2021 . Humanized Recommender Systems: State-of-the-art and Research Issues . ACM Transactions on Interactive Intelligent Systems (TiiS) 11 , 9(2021), 1 \u2013 41 . Issue 2. Thi Ngoc\u00a0Trang Tran, Alexander Felfernig, and Nava Tintarev. 2021. Humanized Recommender Systems: State-of-the-art and Research Issues. ACM Transactions on Interactive Intelligent Systems (TiiS) 11, 9(2021), 1\u201341. Issue 2.","journal-title":"ACM Transactions on Interactive Intelligent Systems (TiiS)"},{"key":"e_1_3_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/3079628.3079701"},{"key":"e_1_3_2_1_51_1","volume-title":"4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a01884","author":"Tsai Chun-Hua","year":"2017","unstructured":"Chun-Hua Tsai and Peter Brusilovsky . 2017 . Enhancing recommendation diversity through a dual recommendation interface . In 4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a01884 . CEUR Workshop Proceedings, 10\u201315. Chun-Hua Tsai and Peter Brusilovsky. 2017. Enhancing recommendation diversity through a dual recommendation interface. In 4th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, Vol.\u00a01884. CEUR Workshop Proceedings, 10\u201315."},{"key":"e_1_3_2_1_52_1","volume-title":"Judgment under uncertainty: Heuristics and biases. science 185, 4157","author":"Tversky Amos","year":"1974","unstructured":"Amos Tversky and Daniel Kahneman . 1974. Judgment under uncertainty: Heuristics and biases. science 185, 4157 ( 1974 ), 1124\u20131131. Amos Tversky and Daniel Kahneman. 1974. Judgment under uncertainty: Heuristics and biases. science 185, 4157 (1974), 1124\u20131131."},{"volume-title":"Persuasive recommender systems: conceptual background and implications","author":"Yoo Kyung-Hyan","key":"e_1_3_2_1_53_1","unstructured":"Kyung-Hyan Yoo , Ulrike Gretzel , and Markus Zanker . 2012. Persuasive recommender systems: conceptual background and implications . Springer Science & Business Media . Kyung-Hyan Yoo, Ulrike Gretzel, and Markus Zanker. 2012. Persuasive recommender systems: conceptual background and implications. Springer Science & Business Media."},{"key":"e_1_3_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1561\/9781680836592"}],"event":{"name":"RecSys '21: Fifteenth ACM Conference on Recommender Systems","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGAI ACM Special Interest Group on Artificial Intelligence","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data","SIGIR ACM Special Interest Group on Information Retrieval","SIGCHI ACM Special Interest Group on Computer-Human Interaction","SIGecom Special Interest Group on Economics and Computation"],"location":"Amsterdam Netherlands","acronym":"RecSys '21"},"container-title":["Fifteenth ACM Conference on Recommender Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3460231.3470927","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3460231.3470927","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:12:16Z","timestamp":1750191136000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3460231.3470927"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,9,13]]},"references-count":54,"alternative-id":["10.1145\/3460231.3470927","10.1145\/3460231"],"URL":"https:\/\/doi.org\/10.1145\/3460231.3470927","relation":{},"subject":[],"published":{"date-parts":[[2021,9,13]]}}}