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Personalized virtual reality exposure therapy is a therapeutic practice that can adapt to an individual patient, leading to better health outcomes. Measuring a patient's mental state to adjust the therapy is a critical but difficult task.…

机器学习 · 计算机科学 2024-09-27 Athar Mahmoudi-Nejad , Pierre Boulanger , Matthew Guzdial

Fatigue is a broad, multifactorial concept that includes the subjective perception of reduced physical and mental energy levels. It is also one of the key factors that strongly affect patients' health-related quality of life. To date, most…

人机交互 · 计算机科学 2021-08-10 Yang Bai , Yu Guan , Jian Qing Shi , Wan-Fai Ng

Studying mental models has recently received more attention, aiming to understand the cognitive aspects of human-computer interaction. However, there is not enough research on the elicitation of mental models in complex dynamic systems. We…

This research explores the fusion of graphology and artificial intelligence to quantify psychological stress levels in students by analyzing their handwritten examination scripts. By leveraging Optical Character Recognition and transformer…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Abhijeet Kumar , Chetan Agarwal , Pronoy B. Neogi , Mayank Goswami

The utilization of digital health has increased recently, and these services provide extensive guidance to encourage users to exercise frequently by setting daily exercise goals to promote a healthy lifestyle. These comprehensive guides…

机器学习 · 计算机科学 2024-03-05 Ji Fang , Vincent CS Lee , Hao Ji , Haiyan Wang

Teamwork is a necessary competency for students that is often inadequately assessed. Towards providing a formative assessment of student teamwork, an automated natural language processing approach was developed to identify teamwork…

计算与语言 · 计算机科学 2023-12-12 Junyoung Lee , Elizabeth Koh

We propose a novel transfer learning method for speech emotion recognition allowing us to obtain promising results when only few training data is available. With as low as 125 examples per emotion class, we were able to reach a higher…

机器学习 · 计算机科学 2020-11-12 Jonathan Boigne , Biman Liyanage , Ted Östrem

Online conversations can be toxic and subjected to threats, abuse, or harassment. To identify toxic text comments, several deep learning and machine learning models have been proposed throughout the years. However, recent studies…

机器学习 · 计算机科学 2023-11-09 Md Azim Khan

Posttraumatic Stress Disorder (PTSD) is a psychiatric condition affecting nearly a quarter of the United States war veterans who return from war zones. Treatment for PTSD typically consists of a combination of in-session therapy and…

机器学习 · 计算机科学 2022-10-12 Mahnoosh Sadeghi , Anthony D McDonald , Farzan Sasangohar

This paper presents our approach to the first Multimodal Personality-Aware Depression Detection Challenge, focusing on multimodal depression detection using machine learning and deep learning models. We explore and compare the performance…

计算与语言 · 计算机科学 2025-08-29 Javier Si Zhao Hong , Timothy Zoe Delaya , Sherwyn Chan Yin Kit , Pai Chet Ng , Xiaoxiao Miao

In the dynamic landscape of machine learning, where datasets vary widely in size and complexity, selecting the most effective model poses a significant challenge. Rather than fixating on a single model, our research propels the field…

机器学习 · 计算机科学 2024-05-01 Syed Tahir Abbas Hasani

The emerging progress of eSports lacks the tools for ensuring high-quality analytics and training in Pro and amateur eSports teams. We report on an Artificial Intelligence (AI) enabled solution for predicting the eSports player in-game…

人机交互 · 计算机科学 2021-08-25 Anton Smerdov , Evgeny Burnaev , Andrey Somov , Anton Stepanov

This paper evaluates XGboost's performance given different dataset sizes and class distributions, from perfectly balanced to highly imbalanced. XGBoost has been selected for evaluation, as it stands out in several benchmarks due to its…

机器学习 · 计算机科学 2023-03-28 Gissel Velarde , Anindya Sudhir , Sanjay Deshmane , Anuj Deshmunkh , Khushboo Sharma , Vaibhav Joshi

Computer modeling of human decision making is of large importance for, e.g., sustainable transport, urban development, and online recommendation systems. In this paper we present a model for predicting the behavior of an individual during a…

人工智能 · 计算机科学 2021-01-18 Chenda Zhang , Hedvig Kjellström

Knowledge tracing has been widely used in online learning systems to guide the students' future learning. However, most existing KT models primarily focus on extracting abundant information from the question sets and explore the…

机器学习 · 计算机科学 2024-05-28 Shanshan Wang , Fangzheng Yuan , Keyang Wang , Xun Yang , Xingyi Zhang , Meng Wang

Suicide remains one of the leading causes of death worldwide, particularly among young people, and psychological stressors are consistently identified as proximal drivers of suicidal ideation and behavior. In recent years, social media…

社会与信息网络 · 计算机科学 2026-03-30 Ali Sahandi , Mahsa Pahlavan Yousefkhani , Mehrshad Eisaei , Hossein Momeni , Ramin Mousa

Emotional states, as indicators of affect, are pivotal to overall health, making their accurate prediction before onset crucial. Current studies are primarily centered on immediate short-term affect detection using data from wearable and…

Professional athletes increasingly use automated analysis of meta- and signal data to improve their training and game performance. As in other related human-to-human research fields, signal data, in particular, contain important…

声音 · 计算机科学 2022-02-21 Lukas Stappen , Manuel Milling , Valentin Munst , Korakot Hoffmann , Bjorn W. Schuller

User performance is crucial in interactive systems, capturing how effectively users engage with task execution. Prospectively predicting performance enables the timely identification of users struggling with task demands. While ocular and…

机器学习 · 计算机科学 2026-03-20 Yufei Cao , Penny Sweetser , Ziyu Chen , Xuanying Zhu

Debugging is a demanding aspect of programming yet guidance on how to teach it effectively remains limited. Novices often struggle to recognize impasses regulate their problem solving and manage cognitive load and stress. This study…

人机交互 · 计算机科学 2026-05-07 Anahita Golrang , Kshitij Sharma