{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T08:49:14Z","timestamp":1771663754409,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":49,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,9,15]],"date-time":"2020-09-15T00:00:00Z","timestamp":1600128000000},"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":[[2020,9,15]]},"DOI":"10.1145\/3402942.3402958","type":"proceedings-article","created":{"date-parts":[[2020,9,17]],"date-time":"2020-09-17T16:38:02Z","timestamp":1600360682000},"page":"1-10","source":"Crossref","is-referenced-by-count":21,"title":["Moment-to-moment Engagement Prediction through the Eyes of the Observer: PUBG Streaming on Twitch"],"prefix":"10.1145","author":[{"given":"David","family":"Melhart","sequence":"first","affiliation":[{"name":"modl.ai, Malta"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniele","family":"Gravina","sequence":"additional","affiliation":[{"name":"modl.ai, Malta"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Georgios N.","family":"Yannakakis","sequence":"additional","affiliation":[{"name":"modl.ai, Malta"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2020,9,17]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16)","author":"Abadi Mart\u00edn","year":"2016"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.entcom.2011.12.001"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W17-4402"},{"key":"e_1_3_2_1_4_1","first-page":"19","article-title":"Hearts, clubs, diamonds, spades: Players who suit MUDs","volume":"1","author":"Bartle Richard","year":"1996","journal-title":"Journal of MUD research"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCIAIG.2014.2376982"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"crossref","volume-title":"The Oxford handbook of affective computing","author":"Calvo A","DOI":"10.1093\/oxfordhb\/9780199942237.001.0001"},{"key":"e_1_3_2_1_7_1","volume-title":"The Division. In Proceedings of the 14th Artificial Intelligence and Interactive Digital Entertainment Conference.","author":"Canossa Alessandro","year":"2018"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"crossref","volume-title":"Theories of theories of mind","author":"Carruthers Peter","DOI":"10.1017\/CBO9780511597985"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/HICSS.1999.772808"},{"key":"e_1_3_2_1_10_1","unstructured":"Djork-Arn\u00e9 Clevert Thomas Unterthiner and Sepp Hochreiter. 2015. Fast and accurate deep network learning by exponential linear units (ELUs). arXiv preprint arXiv:1511.07289(2015).  Djork-Arn\u00e9 Clevert Thomas Unterthiner and Sepp Hochreiter. 2015. Fast and accurate deep network learning by exponential linear units (ELUs). arXiv preprint arXiv:1511.07289(2015)."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959190"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/1864708.1864770"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/CIG.2009.5286500"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"crossref","volume-title":"Games Analytics for Games User Research","author":"Drachen Anders","DOI":"10.1093\/oso\/9780198794844.003.0019"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"crossref","volume-title":"Game analytics","author":"El-Nasr Magy\u00a0Seif","DOI":"10.1007\/978-1-4471-4769-5"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3027063.3052765"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2556288.2557048"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/333334.333358"},{"key":"e_1_3_2_1_19_1","volume-title":"conference","author":"Lazarro Nicole","year":"2004"},{"key":"e_1_3_2_1_20_1","volume-title":"Modelling the Quality of Visual Creations in Iconoscope. In International Conference on Games and Learning Alliance. Springer, 129\u2013138","author":"Liapis Antonios","year":"2019"},{"key":"e_1_3_2_1_21_1","unstructured":"Lassi\u00a0A Liikkanen. 2013. Three Metrics for Measuring User Engagement with Online Media and a YouTube Case Study. arXiv preprint arXiv:1312.5547(2013).  Lassi\u00a0A Liikkanen. 2013. Three Metrics for Measuring User Engagement with Online Media and a YouTube Case Study. arXiv preprint arXiv:1312.5547(2013)."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/ITW.2010.5593355"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACII.2019.8925493"},{"key":"e_1_3_2_1_24_1","volume-title":"Don\u2019t classify ratings of affect","author":"Martinez P","year":"2014"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/2971648.2971760"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/CIG.2019.8848123"},{"key":"e_1_3_2_1_27_1","volume-title":"PAGAN: Platform for Audiovisual General-purpose ANnotation. In 2019 8th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW). IEEE, 75\u201376","author":"Melhart David","year":"2019"},{"key":"e_1_3_2_1_28_1","volume-title":"PAGAN: Video Affect Annotation Made Easy. In 2019 8th International Conference on Affective Computing and Intelligent Interaction (ACII). IEEE, 130\u2013136","author":"Melhart David","year":"2019"},{"key":"e_1_3_2_1_29_1","unstructured":"Ilya Musabirov Denis Bulygin Paul Okopny and Ksenia Konstantinova. 2018. Between an arena and a sports bar: Online chats of esports spectators. arXiv preprint arXiv:1801.02862(2018).  Ilya Musabirov Denis Bulygin Paul Okopny and Ksenia Konstantinova. 2018. Between an arena and a sports bar: Online chats of esports spectators. arXiv preprint arXiv:1801.02862(2018)."},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.5555\/1358262.1358271"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/2851581.2892427"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/DSAA.2016.84"},{"key":"e_1_3_2_1_33_1","volume-title":"Information System Concepts","author":"Rauterberg Matthias"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/0377-0427(87)90125-7"},{"key":"e_1_3_2_1_35_1","volume-title":"A mathematical theory of communication. Bell system technical journal 27, 3","author":"Shannon Claude\u00a0Elwood","year":"1948"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2016.10.019"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2017.03.036"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.5555\/2627435.2670313"},{"key":"e_1_3_2_1_39_1","volume-title":"AI for Game Spectators: Rise of PPG. In Workshops at the Thirty-First AAAI Conference on Artificial Intelligence.","author":"Thawonmas Ruck","year":"2017"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1002\/asi.10094"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCIAIG.2017.2727642"},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1963.10500845"},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/3308897.3308962"},{"key":"e_1_3_2_1_44_1","volume-title":"Watching players: An exploration of media enjoyment on Twitch. Games and Culture","author":"Wulf Tim","year":"2018"},{"key":"e_1_3_2_1_45_1","volume-title":"The Ordinal Nature of Emotions. In 2017 Seventh International Conference on Affective Computing and Intelligent Interaction (ACII). IEEE, 248\u2013255","author":"Yannakakis N","year":"2017"},{"key":"e_1_3_2_1_46_1","volume-title":"The Ordinal Nature of Emotions: An Emerging Approach","author":"Yannakakis N","year":"2018"},{"key":"e_1_3_2_1_47_1","unstructured":"Georgios\u00a0N Yannakakis Pieter Spronck Daniele Loiacono and Elisabeth Andr\u00e9. 2013. Player modeling. In Dagstuhl Follow-Ups Vol.\u00a06. Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik.  Georgios\u00a0N Yannakakis Pieter Spronck Daniele Loiacono and Elisabeth Andr\u00e9. 2013. Player modeling. In Dagstuhl Follow-Ups Vol.\u00a06. Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik."},{"key":"e_1_3_2_1_48_1","volume-title":"Yannakakis and Julian Togelius","author":"N.","year":"2018"},{"key":"e_1_3_2_1_49_1","volume-title":"Motivations for play in online games. CyberPsychology & behavior 9, 6","author":"Yee Nick","year":"2006"}],"event":{"name":"FDG '20: International Conference on the Foundations of Digital Games","location":"Bugibba Malta","acronym":"FDG '20"},"container-title":["International Conference on the Foundations of Digital Games"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3402942.3402958","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3402942.3402958","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:41:35Z","timestamp":1750200095000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3402942.3402958"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,9,15]]},"references-count":49,"alternative-id":["10.1145\/3402942.3402958","10.1145\/3402942"],"URL":"https:\/\/doi.org\/10.1145\/3402942.3402958","relation":{},"subject":[],"published":{"date-parts":[[2020,9,15]]}}}