{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,19]],"date-time":"2025-09-19T09:23:12Z","timestamp":1758273792332,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":63,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,11,7]],"date-time":"2022-11-07T00:00:00Z","timestamp":1667779200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,11,7]]},"DOI":"10.1145\/3536221.3556595","type":"proceedings-article","created":{"date-parts":[[2022,11,4]],"date-time":"2022-11-04T15:54:14Z","timestamp":1667577254000},"page":"615-625","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":6,"title":["Assessing Multimodal Dynamics in Multi-Party Collaborative Interactions with Multi-Level Vector Autoregression"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7504-9560","authenticated-orcid":false,"given":"Robert G.","family":"Moulder","sequence":"first","affiliation":[{"name":"Institute of Cognitive Science, University of Colorado Boulder, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8872-5617","authenticated-orcid":false,"given":"Nicholas D.","family":"Duran","sequence":"additional","affiliation":[{"name":"School of Social and Behavioral Sciences, Arizona State University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0347-2807","authenticated-orcid":false,"given":"Sidney K.","family":"D'Mello","sequence":"additional","affiliation":[{"name":"Institute of Cognitive Science, University of Colorado Boulder, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,11,7]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10339-015-0648-2"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1103\/RevModPhys.74.47"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1111\/cogs.12787"},{"key":"#cr-split#-e_1_3_2_1_4_1.1","doi-asserted-by":"crossref","unstructured":"Kathleen\u00a0T Ashenfelter Steven\u00a0M Boker Jennifer\u00a0R Waddell and Nikolay Vitanov. 2009. Spatiotemporal symmetry and multifractal structure of head movements during dyadic conversation.Journal of experimental psychology. Human perception and performance 35 4(2009) 1072-1091. https:\/\/doi.org\/10.1037\/a0015017 10.1037\/a0015017","DOI":"10.1037\/a0015017"},{"key":"#cr-split#-e_1_3_2_1_4_1.2","doi-asserted-by":"crossref","unstructured":"Kathleen\u00a0T Ashenfelter Steven\u00a0M Boker Jennifer\u00a0R Waddell and Nikolay Vitanov. 2009. Spatiotemporal symmetry and multifractal structure of head movements during dyadic conversation.Journal of experimental psychology. Human perception and performance 35 4(2009) 1072-1091. https:\/\/doi.org\/10.1037\/a0015017","DOI":"10.1037\/a0015017"},{"key":"e_1_3_2_1_5_1","volume-title":"Evolution of the social network of scientific collaborations. Physica A: Statistical Mechanics and its Applications 311, 3-4 (aug","author":"Barab\u00e1si A.L","year":"2002","unstructured":"A.L Barab\u00e1si , Hawoong Jeong , Zoltan N\u00e9da , Erzsebet Ravasz , Andras Schubert , and Tamas Vicsek . 2002. Evolution of the social network of scientific collaborations. Physica A: Statistical Mechanics and its Applications 311, 3-4 (aug 2002 ), 590\u2013614. https:\/\/doi.org\/10.1016\/S0378-4371(02)00736-7 10.1016\/S0378-4371(02)00736-7 A.L Barab\u00e1si, Hawoong Jeong, Zoltan N\u00e9da, Erzsebet Ravasz, Andras Schubert, and Tamas Vicsek. 2002. Evolution of the social network of scientific collaborations. Physica A: Statistical Mechanics and its Applications 311, 3-4 (aug 2002), 590\u2013614. https:\/\/doi.org\/10.1016\/S0378-4371(02)00736-7"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0400087101"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1207\/S15327809JLS0904_2"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-76539-8"},{"key":"e_1_3_2_1_9_1","volume-title":"Berry and Jane\u00a0Sherman Hansen","author":"S.","year":"1996","unstructured":"Diane\u00a0 S. Berry and Jane\u00a0Sherman Hansen . 1996 . Positive affect, negative affect, and social interaction.Journal of Personality and Social Psychology 71, 4 (oct 1996), 796\u2013809. https:\/\/doi.org\/10.1037\/0022-3514.71.4.796 10.1037\/0022-3514.71.4.796 Diane\u00a0S. Berry and Jane\u00a0Sherman Hansen. 1996. Positive affect, negative affect, and social interaction.Journal of Personality and Social Psychology 71, 4 (oct 1996), 796\u2013809. https:\/\/doi.org\/10.1037\/0022-3514.71.4.796"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3005467.3005469"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1177\/0305735617702971"},{"key":"e_1_3_2_1_12_1","volume-title":"Biological sciences 364, 1535","author":"Boker M","year":"2009","unstructured":"Steven\u00a0 M Boker , Jeffrey\u00a0 F Cohn , Barry-John Theobald , Iain Matthews , Timothy\u00a0 R Brick , and Jeffrey\u00a0 R Spies . 2009. Effects of damping head movement and facial expression in dyadic conversation using real-time facial expression tracking and synthesized avatars.Philosophical transactions of the Royal Society of London. Series B , Biological sciences 364, 1535 ( 2009 ), 3485\u20133495. https:\/\/doi.org\/10.1098\/rstb.2009.0152 10.1098\/rstb.2009.0152 Steven\u00a0M Boker, Jeffrey\u00a0F Cohn, Barry-John Theobald, Iain Matthews, Timothy\u00a0R Brick, and Jeffrey\u00a0R Spies. 2009. Effects of damping head movement and facial expression in dyadic conversation using real-time facial expression tracking and synthesized avatars.Philosophical transactions of the Royal Society of London. Series B, Biological sciences 364, 1535 (2009), 3485\u20133495. https:\/\/doi.org\/10.1098\/rstb.2009.0152"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/1526709.1526808"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cognition.2007.05.012"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0060188"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1177\/0165025407077762"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/IEMBS.2010.5627535"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patter.2020.100119"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2998181.2998250"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1142\/S021812740701835X"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3242969.3243023"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1518\/155534309X433302"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1287\/orsc.12.3.346.10098"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.2307\/41166121"},{"key":"e_1_3_2_1_25_1","volume-title":"PyGaze: an open-source, cross-platform toolbox for minimal-effort programming of eyetracking experiments. Behavior research methods 46, 4","author":"Dalmaijer S.","year":"2014","unstructured":"Edwin\u00a0 S. Dalmaijer , Sebastiaan Math\u00f4t , and Stefan Van der Stigchel . 2014. PyGaze: an open-source, cross-platform toolbox for minimal-effort programming of eyetracking experiments. Behavior research methods 46, 4 ( 2014 ), 913\u2013921. https:\/\/doi.org\/10.3758\/s13428-013-0422-2 10.3758\/s13428-013-0422-2 Edwin\u00a0S. Dalmaijer, Sebastiaan Math\u00f4t, and Stefan Van der Stigchel. 2014. PyGaze: an open-source, cross-platform toolbox for minimal-effort programming of eyetracking experiments. Behavior research methods 46, 4 (2014), 913\u2013921. https:\/\/doi.org\/10.3758\/s13428-013-0422-2"},{"key":"e_1_3_2_1_26_1","first-page":"3","article-title":"Global technological collaboration network: network analysis of international co-inventions","volume":"39","author":"Prato Giuditta De","year":"2012","unstructured":"Giuditta De Prato and Daniel Nepelski . 2012 . Global technological collaboration network: network analysis of international co-inventions . The Journal of Technology Transfer 39 , 3 (dec 2012), 358\u2013375. https:\/\/doi.org\/10.1007\/s10961-012-9285-4 10.1007\/s10961-012-9285-4 Giuditta De Prato and Daniel Nepelski. 2012. Global technological collaboration network: network analysis of international co-inventions. The Journal of Technology Transfer 39, 3 (dec 2012), 358\u2013375. https:\/\/doi.org\/10.1007\/s10961-012-9285-4","journal-title":"The Journal of Technology Transfer"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2011.03.020"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/3340555.3353748"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1080\/00273171.2018.1454823"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.infbeh.2011.06.008"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11336-021-09820-y"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0125804"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2018.00037"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1177\/1046496416675225"},{"volume-title":"Fundamentals of Brain Network Analysis","author":"Heathrow London","key":"e_1_3_2_1_35_1","unstructured":"London Heathrow and The Roman . 2016. Node Degree and Strength . In Fundamentals of Brain Network Analysis . Elsevier , 115\u2013136. https:\/\/doi.org\/10.1016\/B978-0-12-407908-3.00004-2 10.1016\/B978-0-12-407908-3.00004-2 London Heathrow and The Roman. 2016. Node Degree and Strength. In Fundamentals of Brain Network Analysis. Elsevier, 115\u2013136. https:\/\/doi.org\/10.1016\/B978-0-12-407908-3.00004-2"},{"key":"e_1_3_2_1_36_1","volume-title":"Generative Modeling of Multimodal Multi-Human Behavior. IEEE International Conference on Intelligent Robots and SystemsJanuary (2018","author":"Ivanovic Boris","year":"2018","unstructured":"Boris Ivanovic , Edward Schmerling , Karen Leung , and Marco Pavone . 2018 . Generative Modeling of Multimodal Multi-Human Behavior. IEEE International Conference on Intelligent Robots and SystemsJanuary (2018 ), 3088\u20133095. https:\/\/doi.org\/10.1109\/IROS.2018.8594393 arxiv:1803.02015 10.1109\/IROS.2018.8594393 Boris Ivanovic, Edward Schmerling, Karen Leung, and Marco Pavone. 2018. Generative Modeling of Multimodal Multi-Human Behavior. IEEE International Conference on Intelligent Robots and SystemsJanuary (2018), 3088\u20133095. https:\/\/doi.org\/10.1109\/IROS.2018.8594393 arxiv:1803.02015"},{"key":"e_1_3_2_1_37_1","volume-title":"The current status of temporal network analysis for clinical science: Considerations as the paradigm shifts?Journal of Clinical Psychology 76, 9 (sep","author":"Jordan Gage","year":"2020","unstructured":"D.\u00a0 Gage Jordan , E.\u00a0 Samuel Winer , and Taban Salem . 2020. The current status of temporal network analysis for clinical science: Considerations as the paradigm shifts?Journal of Clinical Psychology 76, 9 (sep 2020 ), 1591\u20131612. https:\/\/doi.org\/10.1002\/jclp.22957 10.1002\/jclp.22957 D.\u00a0Gage Jordan, E.\u00a0Samuel Winer, and Taban Salem. 2020. The current status of temporal network analysis for clinical science: Considerations as the paradigm shifts?Journal of Clinical Psychology 76, 9 (sep 2020), 1591\u20131612. https:\/\/doi.org\/10.1002\/jclp.22957"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.psych.55.090902.142009"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.1116869"},{"key":"e_1_3_2_1_40_1","volume-title":"Patterns of Contact and Communication Collaboration in Scientific Research Collaboration. CSCW Proceedings ACM Conference(1988)","author":"Kraut Robert","year":"1988","unstructured":"Robert Kraut , Carmen Edigo , and Jolene Galegher . 1988 . Patterns of Contact and Communication Collaboration in Scientific Research Collaboration. CSCW Proceedings ACM Conference(1988) , 1\u201312. Robert Kraut, Carmen Edigo, and Jolene Galegher. 1988. Patterns of Contact and Communication Collaboration in Scientific Research Collaboration. CSCW Proceedings ACM Conference(1988), 1\u201312."},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2011.5771414"},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2006.10.002"},{"key":"e_1_3_2_1_43_1","first-page":"0","article-title":"Extracting Nonlinear Dynamics from Psychological and Behavioral Time Series Through HAVOK Analysis","volume":"0","author":"Moulder G.","year":"2022","unstructured":"Robert\u00a0 G. Moulder , Elena Martynova , and Steven\u00a0 M. Boker . 2022 . Extracting Nonlinear Dynamics from Psychological and Behavioral Time Series Through HAVOK Analysis . Multivariate Behavioral Research 0 , 0 (jan 2022), 1\u201325. https:\/\/doi.org\/10.1080\/00273171.2021.1994848 10.1080\/00273171.2021.1994848 Robert\u00a0G. Moulder, Elena Martynova, and Steven\u00a0M. Boker. 2022. Extracting Nonlinear Dynamics from Psychological and Behavioral Time Series Through HAVOK Analysis. Multivariate Behavioral Research 0, 0 (jan 2022), 1\u201325. https:\/\/doi.org\/10.1080\/00273171.2021.1994848","journal-title":"Multivariate Behavioral Research"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1111\/bjet.12987"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1111\/bjet.12982"},{"key":"e_1_3_2_1_46_1","series-title":"Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science). Vol.\u00a03191. 137\u2013151. https:\/\/doi.org\/10.1007\/978-3-540-30104-2_11","volume-title":"Collaboration Analysis in Recommender Systems Using Social Networks","author":"Palau Jordi","unstructured":"Jordi Palau , Miquel Montaner , Beatriz L\u00f3pez , and Josep\u00a0Llu\u00eds de\u00a0la Rosa . 2004. Collaboration Analysis in Recommender Systems Using Social Networks . In Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science). Vol.\u00a03191. 137\u2013151. https:\/\/doi.org\/10.1007\/978-3-540-30104-2_11 10.1007\/978-3-540-30104-2_11 Jordi Palau, Miquel Montaner, Beatriz L\u00f3pez, and Josep\u00a0Llu\u00eds de\u00a0la Rosa. 2004. Collaboration Analysis in Recommender Systems Using Social Networks. In Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science). Vol.\u00a03191. 137\u2013151. https:\/\/doi.org\/10.1007\/978-3-540-30104-2_11"},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2014.2331920"},{"key":"e_1_3_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1145\/1344471.1344480"},{"key":"e_1_3_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.70.036106"},{"key":"e_1_3_2_1_50_1","volume-title":"Synchrony: A core concept for a constructivist approach to psychotherapy. Constructivism in the human sciences 11, 1","author":"Ramseyer Fabian","year":"2006","unstructured":"Fabian Ramseyer and Wolfgang Tschacher . 2006 . Synchrony: A core concept for a constructivist approach to psychotherapy. Constructivism in the human sciences 11, 1 (2006), 150\u2013171. http:\/\/www.researchgate.net\/publication\/215507443_Synchrony_A_Core_Concept_for_a_Constructivist_Approach_to_Psychotherapy\/file\/3606d2cadc7a8d399c757cbb48c1e8ec.pdf Fabian Ramseyer and Wolfgang Tschacher. 2006. Synchrony: A core concept for a constructivist approach to psychotherapy. Constructivism in the human sciences 11, 1 (2006), 150\u2013171. http:\/\/www.researchgate.net\/publication\/215507443_Synchrony_A_Core_Concept_for_a_Constructivist_Approach_to_Psychotherapy\/file\/3606d2cadc7a8d399c757cbb48c1e8ec.pdf"},{"key":"e_1_3_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.1017\/S0263574703005319"},{"key":"e_1_3_2_1_52_1","volume-title":"October","author":"Richardson J.","year":"2012","unstructured":"Michael\u00a0 J. Richardson , Randi\u00a0 L. Garcia , Till\u00a0 D. Frank , Madison Gergor , and Kerry\u00a0 L. Marsh . 2012. Measuring group synchrony: A cluster-phase method for analyzing multivariate movement time-series. Frontiers in Physiology 3 OCT , October ( 2012 ), 1\u201310. https:\/\/doi.org\/10.3389\/fphys.2012.00405 10.3389\/fphys.2012.00405 Michael\u00a0J. Richardson, Randi\u00a0L. Garcia, Till\u00a0D. Frank, Madison Gergor, and Kerry\u00a0L. Marsh. 2012. Measuring group synchrony: A cluster-phase method for analyzing multivariate movement time-series. Frontiers in Physiology 3 OCT, October (2012), 1\u201310. https:\/\/doi.org\/10.3389\/fphys.2012.00405"},{"key":"e_1_3_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.5465\/amr.1997.9711022107"},{"key":"e_1_3_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.amjsurg.2017.11.027"},{"key":"e_1_3_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11251-013-9271-8"},{"key":"e_1_3_2_1_56_1","unstructured":"V Shute R Almond and S Rahimi. 2019. Physics Playground (1.3)[Computer software].  V Shute R Almond and S Rahimi. 2019. Physics Playground (1.3)[Computer software]."},{"key":"e_1_3_2_1_57_1","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376279"},{"key":"e_1_3_2_1_58_1","doi-asserted-by":"publisher","DOI":"10.1145\/3382507.3418877"},{"key":"e_1_3_2_1_59_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-53708-y"},{"key":"e_1_3_2_1_60_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2020.102277"},{"key":"e_1_3_2_1_61_1","volume-title":"Spread the Joy: How High and Low Bias for Happy Facial Emotions Translate into Different Daily Life Affect Dynamics. Complexity 2018 (dec","author":"Vrijen Charlotte","year":"2018","unstructured":"Charlotte Vrijen , Catharina\u00a0 A. Hartman , Eeske van Roekel , Peter de Jonge , and Albertine\u00a0 J. Oldehinkel . 2018. Spread the Joy: How High and Low Bias for Happy Facial Emotions Translate into Different Daily Life Affect Dynamics. Complexity 2018 (dec 2018 ), 1\u201315. https:\/\/doi.org\/10.1155\/2018\/2674523 10.1155\/2018 Charlotte Vrijen, Catharina\u00a0A. Hartman, Eeske van Roekel, Peter de Jonge, and Albertine\u00a0J. Oldehinkel. 2018. Spread the Joy: How High and Low Bias for Happy Facial Emotions Translate into Different Daily Life Affect Dynamics. Complexity 2018 (dec 2018), 1\u201315. https:\/\/doi.org\/10.1155\/2018\/2674523"},{"key":"e_1_3_2_1_62_1","doi-asserted-by":"publisher","DOI":"10.1145\/3375462.3375467"}],"event":{"name":"ICMI '22: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction"],"location":"Bengaluru India","acronym":"ICMI '22"},"container-title":["Proceedings of the 2022 International Conference on Multimodal Interaction"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3536221.3556595","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3536221.3556595","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T17:48:53Z","timestamp":1750182533000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3536221.3556595"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,11,7]]},"references-count":63,"alternative-id":["10.1145\/3536221.3556595","10.1145\/3536221"],"URL":"https:\/\/doi.org\/10.1145\/3536221.3556595","relation":{},"subject":[],"published":{"date-parts":[[2022,11,7]]},"assertion":[{"value":"2022-11-07","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}