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Behavioral cues play a significant part in human communication and cognitive perception. In most professional domains, employee recruitment policies are framed such that both professional skills and personality traits are adequately…

Machine Learning · Computer Science 2020-06-17 Anumeha Agrawal , Rosa Anil George , Selvan Sunitha Ravi , Sowmya Kamath S , Anand Kumar M

Understanding uncertainty plays a critical role in achieving common ground (Clark et al.,1983). This is especially important for multimodal AI systems that collaborate with users to solve a problem or guide the user through a challenging…

Computation and Language · Computer Science 2024-10-21 Qi Cheng , Mert İnan , Rahma Mbarki , Grace Grmek , Theresa Choi , Yiming Sun , Kimele Persaud , Jenny Wang , Malihe Alikhani

Automated co-located human-human interaction analysis has been addressed by the use of nonverbal communication as measurable evidence of social and psychological phenomena. We survey the computing studies (since 2010) detecting phenomena…

Human-Computer Interaction · Computer Science 2023-10-05 Cigdem Beyan , Alessandro Vinciarelli , Alessio Del Bue

This paper introduces a novel computational approach for analyzing nonverbal social behavior in educational settings. Integrating multimodal behavioral cues, including facial expressions, gesture intensity, and spatial dynamics, the model…

Computer Vision and Pattern Recognition · Computer Science 2024-09-12 Uroš Petković , Jonas Frenkel , Olaf Hellwich , Rebecca Lazarides

We present a computational framework for automatically quantifying verbal and nonverbal behaviors in the context of job interviews. The proposed framework is trained by analyzing the videos of 138 interview sessions with 69…

Human-Computer Interaction · Computer Science 2015-04-15 Iftekhar Naim , M. Iftekhar Tanveer , Daniel Gildea , Mohammed , Hoque

Classroom discourse is an essential vehicle through which teaching and learning take place. Assessing different characteristics of discursive practices and linking them to student learning achievement enhances the understanding of teaching…

Computers and Society · Computer Science 2025-05-14 Ruikun Hou , Babette Bühler , Tim Fütterer , Efe Bozkir , Peter Gerjets , Ulrich Trautwein , Enkelejda Kasneci

Videoconferencing is now a frequent mode of communication in both professional and informal settings, yet it often lacks the fluidity and enjoyment of in-person conversation. This study leverages multimodal machine learning to predict…

Machine Learning · Computer Science 2025-03-11 Andrew Chang , Viswadruth Akkaraju , Ray McFadden Cogliano , David Poeppel , Dustin Freeman

What makes a talk successful? Is it the content or the presentation? We try to estimate the contribution of the speaker's oratory skills to the talk's success, while ignoring the content of the talk. By oratory skills we refer to facial…

Sound · Computer Science 2021-10-05 Tzvi Michelson , Shmuel Peleg

We explore the efficacy of multimodal behavioral cues for explainable prediction of personality and interview-specific traits. We utilize elementary head-motion units named kinemes, atomic facial movements termed action units and speech…

Machine Learning · Computer Science 2023-02-24 Surbhi Madan , Monika Gahalawat , Tanaya Guha , Roland Goecke , Ramanathan Subramanian

Research in linguistics shows that non-verbal cues, such as gestures, play a crucial role in spoken discourse. For example, speakers perform hand gestures to indicate topic shifts, helping listeners identify transitions in discourse. In…

Computation and Language · Computer Science 2025-03-06 Varsha Suresh , M. Hamza Mughal , Christian Theobalt , Vera Demberg

Gestures are inherent to human interaction and often complement speech in face-to-face communication, forming a multimodal communication system. An important task in gesture analysis is detecting a gesture's beginning and end. Research on…

Computer Vision and Pattern Recognition · Computer Science 2024-04-24 Esam Ghaleb , Ilya Burenko , Marlou Rasenberg , Wim Pouw , Ivan Toni , Peter Uhrig , Anna Wilson , Judith Holler , Aslı Özyürek , Raquel Fernández

Generic pre-trained speech and text representations promise to reduce the need for large labeled datasets on specific speech and language tasks. However, it is not clear how to effectively adapt these representations for speech emotion…

Audio and Speech Processing · Electrical Eng. & Systems 2022-01-28 Sundararajan Srinivasan , Zhaocheng Huang , Katrin Kirchhoff

Person identification systems often rely on audio, visual, or behavioral cues, but real-world conditions frequently present with missing or degraded modalities. To address this challenge, we propose a multimodal person identification…

Computer Vision and Pattern Recognition · Computer Science 2026-01-28 Aref Farhadipour , Teodora Vukovic , Volker Dellwo , Petr Motlicek , Srikanth Madikeri

A robot needs contextual awareness, effective speech production and complementing non-verbal gestures for successful communication in society. In this paper, we present our end-to-end system that tries to enhance the effectiveness of…

Robotics · Computer Science 2024-10-01 Bishal Ghosh , Abhinav Dhall , Ekta Singla

Public speaking is an important aspect of human communication and interaction. The majority of computational work on public speaking concentrates on analyzing the spoken content, and the verbal behavior of the speakers. While the success of…

Multimedia · Computer Science 2017-07-24 Rahul Sharma , Tanaya Guha , Gaurav Sharma

Meetings are a common activity in professional contexts, and it remains challenging to endow vocal assistants with advanced functionalities to facilitate meeting management. In this context, a task like active speaker detection can provide…

Computer Vision and Pattern Recognition · Computer Science 2022-06-22 Lionel Pibre , Francisco Madrigal , Cyrille Equoy , Frédéric Lerasle , Thomas Pellegrini , Julien Pinquier , Isabelle Ferrané

Student engagement is a key construct for learning and teaching. While most of the literature explored the student engagement analysis on computer-based settings, this paper extends that focus to classroom instruction. To best examine…

Computer Vision and Pattern Recognition · Computer Science 2024-10-28 Ömer Sümer , Patricia Goldberg , Sidney D'Mello , Peter Gerjets , Ulrich Trautwein , Enkelejda Kasneci

This present research investigated the relationship between personal impressions and the acoustic nonverbal communication conveyed by employees being interviewed. First, we investigated the extent to which different conversation topics…

Sound · Computer Science 2017-09-26 Yosef Solewicz , Chagay Orenshtein , Avital Friedland

This paper explores the development of a multimodal sentiment analysis model that integrates text, audio, and visual data to enhance sentiment classification. The goal is to improve emotion detection by capturing the complex interactions…

Computation and Language · Computer Science 2025-01-15 Hui Lee , Singh Suniljit , Yong Siang Ong

Research on pronunciation assessment systems focuses on utilizing phonetic and phonological aspects of non-native (L2) speech, often neglecting the rich layer of information hidden within the non-verbal cues. In this study, we proposed a…

Computation and Language · Computer Science 2023-09-15 Yassine El Kheir , Shammur Absar Chowdhury , Ahmed Ali
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