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- short-paperDecember 2021
BERT meets LIWC: Exploring State-of-the-Art Language Models for Predicting Communication Behavior in Couples’ Conflict Interactions
- Jacopo Biggiogera,
- George Boateng,
- Peter Hilpert,
- Matthew Vowels,
- Guy Bodenmann,
- Mona Neysari,
- Fridtjof Nussbeck,
- Tobias Kowatsch
ICMI '21 Companion: Companion Publication of the 2021 International Conference on Multimodal InteractionPages 385–389https://doi.org/10.1145/3461615.3485423Many processes in psychology are complex, such as dyadic interactions between two interacting partners (e.g., patient-therapist, intimate relationship partners). Nevertheless, many basic questions about interactions are difficult to investigate because ...
- research-articleOctober 2020
Incorporating Measures of Intermodal Coordination in Automated Analysis of Infant-Mother Interaction
- Lauren Klein,
- Victor Ardulov,
- Yuhua Hu,
- Mohammad Soleymani,
- Alma Gharib,
- Barbara Thompson,
- Pat Levitt,
- Maja J. Matarić
ICMI '20: Proceedings of the 2020 International Conference on Multimodal InteractionPages 287–295https://doi.org/10.1145/3382507.3418870Interactions between infants and their mothers can provide meaningful insight into the dyad's health and well-being. Previous work has shown that infant-mother coordination, within a single modality, varies significantly with age and interaction ...
- keynoteOctober 2018
Interpersonal Behavior Modeling for Personality, Affect, and Mental States Recognition and Analysis
AVEC'18: Proceedings of the 2018 on Audio/Visual Emotion Challenge and WorkshopPages 1–2https://doi.org/10.1145/3266302.3266303Imagine humans as complex dynamical systems: systems that are characterized by multiple interacting layers of hidden states (e.g., internal processes involving functions of cognition, perception, production, emotion, and social interaction) producing ...
- research-articleOctober 2018
Using Interlocutor-Modulated Attention BLSTM to Predict Personality Traits in Small Group Interaction
ICMI '18: Proceedings of the 20th ACM International Conference on Multimodal InteractionPages 163–169https://doi.org/10.1145/3242969.3243001Small group interaction occurs often in workplace and education settings. Its dynamic progression is an essential factor in dictating the final group performance outcomes. The personality of each individual within the group is reflected in his/her ...
- research-articleNovember 2014
Cognitive Multimodal Processing: from Signal to Behavior
RFMIR '14: Proceedings of the 2014 Workshop on Roadmapping the Future of Multimodal Interaction Research including Business Opportunities and ChallengesPages 27–34https://doi.org/10.1145/2666253.2666264Affective computing, social and behavioral signal processing are emerging research disciplines that attempt to automatically label the emotional, social and cognitive state of humans using features extracted from audio-visual streams. I argue that this ...
- research-articleNovember 2014
Predicting Personality Traits using Multimodal Information
WCPR '14: Proceedings of the 2014 ACM Multi Media on Workshop on Computational Personality RecognitionPages 15–18https://doi.org/10.1145/2659522.2659531Measuring personality traits has a long story in psychology where analysis has been done by asking sets of questions. These question sets (inventories) have been designed by investigating lexical terms that we use in our daily communications or by ...
- ArticleOctober 2011
Multiple instance learning for classification of human behavior observations
Analysis of audiovisual human behavior observations is a common practice in behavioral sciences. It is generally carried through by expert annotators who are asked to evaluate several aspects of the observations along various dimensions. This can be a ...
- ArticleOctober 2011
"That's aggravating, very aggravating": is it possible to classify behaviors in couple interactions using automatically derived lexical features?
Psychology is often grounded in observational studies of human interaction behavior, and hence on human perception and judgment. There are many practical and theoretical challenges in observational practice. Technology holds the promise of mitigating ...