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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

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

Personality traits, emotions, and beliefs shape individuals' behavioral choices and decision-making processes. However, for one thing, the affective computing community normally focused on predicting personality traits but overlooks their…

Computation and Language · Computer Science 2024-03-05 Yaochen Zhu , Xiangqing Shen , Rui Xia

Accurate recognition of human emotions is critical for adaptive human-computer interaction, yet remains challenging in dynamic, conversation-like settings. This work presents a personality-aware multimodal framework that integrates…

We propose a novel approach for First Impressions Recognition in terms of the Big Five personality-traits from short videos. The Big Five personality traits is a model to describe human personality using five broad categories: Extraversion,…

Computer Vision and Pattern Recognition · Computer Science 2016-11-01 Arulkumar Subramaniam , Vismay Patel , Ashish Mishra , Prashanth Balasubramanian , Anurag Mittal

Personality computing and affective computing, where the recognition of personality traits is essential, have gained increasing interest and attention in many research areas recently. We propose a novel approach to recognize the Big Five…

Computer Vision and Pattern Recognition · Computer Science 2019-11-04 Süleyman Aslan , Uğur Güdükbay

Personality determines a wide variety of human daily and working behaviours, and is crucial for understanding human internal and external states. In recent years, a large number of automatic personality computing approaches have been…

Computer Vision and Pattern Recognition · Computer Science 2024-02-07 Rongfan Liao , Siyang Song , Hatice Gunes

Can we really "read the mind in the eyes"? Moreover, can AI assist us in this task? This paper answers these two questions by introducing a machine learning system that predicts personality characteristics of individuals on the basis of…

Computer Vision and Pattern Recognition · Computer Science 2021-12-24 P. A. Gloor , A. Fronzetti Colladon , E. Altuntas , C. Cetinkaya , M. F. Kaiser , L. Ripperger , T. Schaefer

Personality traits influence how individuals engage, behave, and make decisions during the information-seeking process. However, few studies have linked personality to observable search behaviors. This study aims to characterize personality…

Human-Computer Interaction · Computer Science 2026-01-14 Jiaman He , Marta Micheli , Damiano Spina , Dana McKay , Johanne R. Trippas , Noriko Kando

Personality detection from text aims to infer an individual's personality traits based on linguistic patterns. However, existing machine learning approaches often struggle to capture contextual information spanning multiple posts and tend…

Computation and Language · Computer Science 2025-10-14 Guanming Chen , Lingzhi Shen , Xiaohao Cai , Imran Razzak , Shoaib Jameel

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

We demonstrate the utility of elementary head-motion units termed kinemes for behavioral analytics to predict personality and interview traits. Transforming head-motion patterns into a sequence of kinemes facilitates discovery of latent…

Machine Learning · Computer Science 2021-12-16 Surbhi Madan , Monika Gahalawat , Tanaya Guha , Ramanathan Subramanian

Personality analysis has been widely studied in psychology, neuropsychology, and signal processing fields, among others. From the past few years, it also became an attractive research area in visual computing. From the computational point…

The combination of conduct, emotion, motivation, and thinking is referred to as personality. To shortlist candidates more effectively, many organizations rely on personality predictions. The firm can hire or pick the best candidate for the…

Computers and Society · Computer Science 2023-01-02 Binisha Mohan , Dinju Vattavayalil Joseph , Bharat Plavelil Subhash

Human decision-making under uncertainty faces growing challenges from information-based threats that pose risks to human cognitive processes and behavior. Although their potential harm is widely acknowledged, there remains no well-defined…

Human personality traits are the key drivers behind our decision-making, influencing our life path on a daily basis. Inference of personality traits, such as Myers-Briggs Personality Type, as well as an understanding of dependencies between…

Social and Information Networks · Computer Science 2021-06-22 Qi Yang , Aleksandr Farseev , Andrey Filchenkov

Assessment of job performance, personalized health and psychometric measures are domains where data-driven and ubiquitous computing exhibits the potential of a profound impact in the future. Existing techniques use data extracted from…

Behavioral logs provide rich signals for user modeling, but are noisy and interleaved across diverse intents. Recent work uses LLMs to generate interpretable natural-language personas from user logs, yet evaluation often emphasizes…

Artificial Intelligence · Computer Science 2026-04-30 Nayoung Choi , Haeyu Jeong , Changbong Kim , Hongjun Lim , Jinho D. Choi

Public speaking and presentation competence plays an essential role in many areas of social interaction in our educational, professional, and everyday life. Since our intention during a speech can differ from what is actually understood by…

Computer Vision and Pattern Recognition · Computer Science 2021-05-07 Ömer Sümer , Cigdem Beyan , Fabian Ruth , Olaf Kramer , Ulrich Trautwein , Enkelejda Kasneci

Continuous affect prediction involves the discrete time-continuous regression of affect dimensions. Dimensions to be predicted often include arousal and valence. Continuous affect prediction researchers are now embracing multimodal model…

Human-Computer Interaction · Computer Science 2020-01-24 Jonny O'Dwyer
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