{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,23]],"date-time":"2026-04-23T00:01:50Z","timestamp":1776902510927,"version":"3.51.2"},"publisher-location":"New York, NY, USA","reference-count":40,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,6,21]],"date-time":"2021-06-21T00:00:00Z","timestamp":1624233600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Niels Stensen Fellowship"},{"name":"Netherlands Organization for Scientific Research","award":["406-14-088"],"award-info":[{"award-number":["406-14-088"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,6,21]]},"DOI":"10.1145\/3450614.3464477","type":"proceedings-article","created":{"date-parts":[[2021,6,22]],"date-time":"2021-06-22T18:25:06Z","timestamp":1624386306000},"page":"229-237","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":9,"title":["Using Explanations as Energy-Saving Frames: A User-Centric Recommender Study"],"prefix":"10.1145","author":[{"given":"Alain D.","family":"Starke","sequence":"first","affiliation":[{"name":"Wageningen University & Research, Netherlands"}]},{"given":"Martijn C.","family":"Willemsen","sequence":"additional","affiliation":[{"name":"Jheronimus Academy of Data Science & Eindhoven University of Technology, Netherlands"}]},{"given":"Chris","family":"Snijders","sequence":"additional","affiliation":[{"name":"Eindhoven University of Technology, Netherlands"}]}],"member":"320","published-online":{"date-parts":[[2021,6,22]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1401880112"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jebo.2016.03.012"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1001509107"},{"key":"e_1_3_2_1_4_1","first-page":"9","article-title":"Changing household behaviors to curb climate change: How hard can it be?Sustainability","volume":"4","author":"Attari Z.","year":"2011","unstructured":"Shahzeen\u00a0 Z. Attari , Michael\u00a0 L. DeKay , Cliff\u00a0 I. Davidson , and W\u00e4ndi\u00a0Bruine de Bruin . 2011 . Changing household behaviors to curb climate change: How hard can it be?Sustainability : The Journal of Record 4 , 1 (2011), 9 \u2013 11 . Shahzeen\u00a0Z. Attari, Michael\u00a0L. DeKay, Cliff\u00a0I. Davidson, and W\u00e4ndi\u00a0Bruine de Bruin. 2011. Changing household behaviors to curb climate change: How hard can it be?Sustainability: The Journal of Record 4, 1 (2011), 9\u201311.","journal-title":"The Journal of Record"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1086\/209535"},{"key":"e_1_3_2_1_6_1","first-page":"1","article-title":"Personal and Contextual Influences on Household Energy Adaptations","volume":"70","author":"Black Stanley","year":"1985","unstructured":"J.\u00a0 Stanley Black , Paul\u00a0 C. Stern , and Julie\u00a0 T. Elworth . 1985 . Personal and Contextual Influences on Household Energy Adaptations . Journal of Applied Psychology; Washington 70 , 1 (Feb 1985), 3. J.\u00a0Stanley Black, Paul\u00a0C. Stern, and Julie\u00a0T. Elworth. 1985. Personal and Contextual Influences on Household Energy Adaptations. Journal of Applied Psychology; Washington 70, 1 (Feb 1985), 3.","journal-title":"Journal of Applied Psychology; Washington"},{"key":"e_1_3_2_1_7_1","volume-title":"Applying the Rasch Model: Fundamental Measurement in the Human Sciences","author":"Bond G.","unstructured":"Trevor\u00a0 G. Bond and Christine\u00a0 M. Fox . 2006. Applying the Rasch Model: Fundamental Measurement in the Human Sciences , Second Edition. Psychology Press . Trevor\u00a0G. Bond and Christine\u00a0M. Fox. 2006. Applying the Rasch Model: Fundamental Measurement in the Human Sciences, Second Edition. Psychology Press."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3383313.3412212"},{"key":"e_1_3_2_1_9_1","volume-title":"Proceedings of the 10th ACM Conference on Recommender Systems(RecSys \u201916)","author":"D.","unstructured":"Michael\u00a0 D. Ekstrand and Martijn\u00a0C. Willemsen. 2016. Behaviorism is Not Enough: Better Recommendations Through Listening to Users . In Proceedings of the 10th ACM Conference on Recommender Systems(RecSys \u201916) . ACM, 221\u2013224. https:\/\/doi.org\/10.1145\/2959100.2959179 10.1145\/2959100.2959179 Michael\u00a0D. Ekstrand and Martijn\u00a0C. Willemsen. 2016. Behaviorism is Not Enough: Better Recommendations Through Listening to Users. In Proceedings of the 10th ACM Conference on Recommender Systems(RecSys \u201916). ACM, 221\u2013224. https:\/\/doi.org\/10.1145\/2959100.2959179"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-77006-0_34"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2021.02.002"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1207\/153276603768344807"},{"key":"e_1_3_2_1_13_1","volume-title":"Recommender systems: an introduction","author":"Jannach Dietmar","unstructured":"Dietmar Jannach , Markus Zanker , Alexander Felfernig , and Gerhard Friedrich . 2010. Recommender systems: an introduction . Cambridge University Press . Dietmar Jannach, Markus Zanker, Alexander Felfernig, and Gerhard Friedrich. 2010. Recommender systems: an introduction. Cambridge University Press."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11002-012-9186-1"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1177\/1088868310366452"},{"key":"e_1_3_2_1_16_1","volume-title":"Proceedings of the third ACM conference on Recommender systems. 381\u2013384","author":"P.","unstructured":"Bart\u00a0 P. Knijnenburg and Martijn\u00a0C. Willemsen. 2009. Understanding the effect of adaptive preference elicitation methods on user satisfaction of a recommender system . In Proceedings of the third ACM conference on Recommender systems. 381\u2013384 . http:\/\/dl.acm.org.dianus.libr.tue.nl\/citation.cfm?id=1639793 Bart\u00a0P. Knijnenburg and Martijn\u00a0C. Willemsen. 2009. Understanding the effect of adaptive preference elicitation methods on user satisfaction of a recommender system. In Proceedings of the third ACM conference on Recommender systems. 381\u2013384. http:\/\/dl.acm.org.dianus.libr.tue.nl\/citation.cfm?id=1639793"},{"key":"e_1_3_2_1_17_1","volume-title":"Evaluating recommender systems with user experiments","author":"Knijnenburg P.","unstructured":"Bart\u00a0 P. Knijnenburg and Martijn\u00a0 C. Willemsen . 2015. Evaluating recommender systems with user experiments . Springer , 309\u2013352. http:\/\/link.springer.com\/chapter\/10.1007\/978-1-4899-7637-6_9 Bart\u00a0P. Knijnenburg and Martijn\u00a0C. Willemsen. 2015. Evaluating recommender systems with user experiments. Springer, 309\u2013352. http:\/\/link.springer.com\/chapter\/10.1007\/978-1-4899-7637-6_9"},{"key":"e_1_3_2_1_18_1","volume-title":"Attribute Framing in Choice Experiments: How Do Attribute Level Descriptions Affect Value Estimates?Environmental and Resource Economics 51, 1 (Jan","author":"Kragt E.","year":"2012","unstructured":"Marit\u00a0 E. Kragt and Jeffrey\u00a0 W. Bennett . 2012. Attribute Framing in Choice Experiments: How Do Attribute Level Descriptions Affect Value Estimates?Environmental and Resource Economics 51, 1 (Jan 2012 ), 43\u201359. https:\/\/doi.org\/10.1007\/s10640-011-9487-5 10.1007\/s10640-011-9487-5 Marit\u00a0E. Kragt and Jeffrey\u00a0W. Bennett. 2012. Attribute Framing in Choice Experiments: How Do Attribute Level Descriptions Affect Value Estimates?Environmental and Resource Economics 51, 1 (Jan 2012), 43\u201359. https:\/\/doi.org\/10.1007\/s10640-011-9487-5"},{"key":"e_1_3_2_1_19_1","unstructured":"Jonathan\u00a0M. Linacre. 2016. Winsteps\u00ae Rasch measurement computer program. Winsteps.com. http:\/\/www.winsteps.com  Jonathan\u00a0M. Linacre. 2016. Winsteps\u00ae Rasch measurement computer program. Winsteps.com. http:\/\/www.winsteps.com"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1540-4560.2007.00499.x"},{"key":"e_1_3_2_1_21_1","volume-title":"Newell and Juha Siikam\u00e4ki","author":"G.","year":"2013","unstructured":"Richard\u00a0 G. Newell and Juha Siikam\u00e4ki . 2013 . Nudging Energy Efficiency Behavior: Role of Information Labels . https:\/\/papers.ssrn.com\/abstract=2467676 Richard\u00a0G. Newell and Juha Siikam\u00e4ki. 2013. Nudging Energy Efficiency Behavior: Role of Information Labels. https:\/\/papers.ssrn.com\/abstract=2467676"},{"key":"e_1_3_2_1_22_1","volume-title":"Flip sides of the same coin? A simple efficiency score versus energy bill savings information to drive consumers to choose more energy-efficient products. Energy Efficiency (Aug","author":"Niederberger Anne\u00a0Arquit","year":"2017","unstructured":"Anne\u00a0Arquit Niederberger and Guy Champniss . 2017. Flip sides of the same coin? A simple efficiency score versus energy bill savings information to drive consumers to choose more energy-efficient products. Energy Efficiency (Aug 2017 ), 1\u201315. https:\/\/doi.org\/10.1007\/s12053-017-9542-3 10.1007\/s12053-017-9542-3 Anne\u00a0Arquit Niederberger and Guy Champniss. 2017. Flip sides of the same coin? A simple efficiency score versus energy bill savings information to drive consumers to choose more energy-efficient products. Energy Efficiency (Aug 2017), 1\u201315. https:\/\/doi.org\/10.1007\/s12053-017-9542-3"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2018.08.293"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"crossref","unstructured":"Konstantinos Peppas Adamantia Chouliara Apostolos Tsolakis Stelios Krinidis and Dimitrios Tzovaras. 2019. Redefining Micro-Moments for Improving Energy Behaviour: The SIT4Energy Approach. In 2019 IEEE SmartWorld Ubiquitous Intelligence & Computing Advanced & Trusted Computing Scalable Computing & Communications Cloud & Big Data Computing Internet of People and Smart City Innovation (SmartWorld\/SCALCOM\/UIC\/ATC\/CBDCom\/IOP\/SCI). IEEE 1811\u20131816.  Konstantinos Peppas Adamantia Chouliara Apostolos Tsolakis Stelios Krinidis and Dimitrios Tzovaras. 2019. Redefining Micro-Moments for Improving Energy Behaviour: The SIT4Energy Approach. In 2019 IEEE SmartWorld Ubiquitous Intelligence & Computing Advanced & Trusted Computing Scalable Computing & Communications Cloud & Big Data Computing Internet of People and Smart City Innovation (SmartWorld\/SCALCOM\/UIC\/ATC\/CBDCom\/IOP\/SCI). IEEE 1811\u20131816.","DOI":"10.1109\/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00320"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1177\/0013916503251466"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-4870(02)00154-X"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2014.01.016"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"crossref","unstructured":"Christos Sardianos Iraklis Varlamis George Dimitrakopoulos Dimosthenis Anagnostopoulos Abdullah Alsalemi Faycal Bensaali Yassine Himeur and Abbes Amira. 2020. REHAB-C: Recommendations for Energy HABits Change. Future Generation Computer Systems(2020).  Christos Sardianos Iraklis Varlamis George Dimitrakopoulos Dimosthenis Anagnostopoulos Abdullah Alsalemi Faycal Bensaali Yassine Himeur and Abbes Amira. 2020. REHAB-C: Recommendations for Energy HABits Change. Future Generation Computer Systems(2020).","DOI":"10.1016\/j.future.2020.05.041"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3301275.3302298"},{"key":"e_1_3_2_1_30_1","volume-title":"6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, IntRS","author":"Starke Alain","year":"2019","unstructured":"Alain Starke . 2019 . The effectiveness of advice solicitation and social peers in an energy recommender system . In 6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, IntRS 2019. CEUR, 65\u201371. Alain Starke. 2019. The effectiveness of advice solicitation and social peers in an energy recommender system. In 6th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, IntRS 2019. CEUR, 65\u201371."},{"key":"e_1_3_2_1_31_1","unstructured":"Alain Starke. 2019. RecSys Challenges in achieving sustainable eating habits.. In HealthRecSys@ RecSys. 29\u201330.  Alain Starke. 2019. RecSys Challenges in achieving sustainable eating habits.. In HealthRecSys@ RecSys. 29\u201330."},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/3109859.3109902"},{"key":"e_1_3_2_1_33_1","unstructured":"Alain Starke Martijn\u00a0C. Willemsen and Chris Snijders. 2015. Saving Energy in 1-D: Tailoring Energy-saving Advice Using a Rasch-based Energy Recommender System.. In DMRS. CEUR 5\u20138. https:\/\/pdfs.semanticscholar.org\/df2c\/10101581ccd33d91890ec39c048786f89a0a.pdf  Alain Starke Martijn\u00a0C. Willemsen and Chris Snijders. 2015. Saving Energy in 1-D: Tailoring Energy-saving Advice Using a Rasch-based Energy Recommender System.. In DMRS. CEUR 5\u20138. https:\/\/pdfs.semanticscholar.org\/df2c\/10101581ccd33d91890ec39c048786f89a0a.pdf"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3377325.3377518"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.erss.2019.101311"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.erss.2016.08.012"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/3240323.3240411"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.7455683"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1177\/0013916514547081"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/WI.2018.00-98"}],"event":{"name":"UMAP '21: 29th ACM Conference on User Modeling, Adaptation and Personalization","location":"Utrecht Netherlands","acronym":"UMAP '21","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3450614.3464477","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3450614.3464477","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:17:40Z","timestamp":1750191460000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3450614.3464477"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,6,21]]},"references-count":40,"alternative-id":["10.1145\/3450614.3464477","10.1145\/3450614"],"URL":"https:\/\/doi.org\/10.1145\/3450614.3464477","relation":{},"subject":[],"published":{"date-parts":[[2021,6,21]]},"assertion":[{"value":"2021-06-22","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}