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Studies on software tutoring systems for complex learning have shown that confusion has a beneficial relationship with the learning experience and student engagement (Arguel et al., 2017). Causing confusion can prevent boredom while signs…

Human-Computer Interaction · Computer Science 2025-07-08 Thomas Vase Schultz Volden , Paolo Burelli

Novice programmers experience emotional difficulties in informal online learning environments, where confusion and frustration can hinder motivation and learning outcomes. This study investigates novice programmers' emotional experiences in…

Human-Computer Interaction · Computer Science 2025-12-23 Alif Al Hasan , Subarna Saha , Mia Mohammad Imran

Many research explore how well computers are able to examine emotions displayed by humans and use that data to perform different tasks. However, there have been very few research which evaluate the computers ability to generate emotion…

Artificial Intelligence · Computer Science 2023-09-06 Balaram Panda

This paper explores the identification of smartphone users when certain samples collected while the subject felt happy, upset or stressed were absent or present. We employ data from 19 subjects using the StudentLife dataset, a dataset…

Human-Computer Interaction · Computer Science 2019-07-01 Khadija Zanna , Sayde King , Tempestt Neal , Shaun Canavan

In this article we consider an experimental study showing the influence of emotion regulation strategies on human memory performance: part of such experimental results are difficult to explain within a classic cognitive allocation model. We…

Quantum Physics · Physics 2008-04-22 Riccardo Franco

Reaction time studies with computers investigate how and how quickly participants respond to changing sensory input. They promise simple and precise measurement of time and inputs and offer interesting insights into human behavior. However,…

Human-Computer Interaction · Computer Science 2024-01-09 Désirée Scholz , Linda Graefe , Thomas M. Prinz

Online experiments are the gold standard for evaluating impact on user experience and accelerating innovation in software. However, since experiments are typically limited in duration, observed treatment effects are not always permanently…

Human-Computer Interaction · Computer Science 2021-02-26 Soheil Sadeghi , Somit Gupta , Stefan Gramatovici , Jiannan Lu , Hao Ai , Ruhan Zhang

This paper investigates the possibility of creating a machine learning tool that automatically determines the state of mind and emotion of an individual through a questionnaire, without the aid of a human expert. The state of mind and…

Machine Learning · Computer Science 2021-08-10 Rodrigo S. Jamisola

User-centered approaches have been extensively studied and used in the area of struggling search. Related research has targeted key aspects of users such as user satisfaction or frustration, and search success or failure, using a variety of…

Human-Computer Interaction · Computer Science 2019-07-19 Luyan Xu , Xuan Zhou , Ujwal Gadiraju

We present a series of two studies conducted to understand user's affective states during voice-based human-machine interactions. Emphasis is placed on the cases of communication errors or failures. In particular, we are interested in…

Human-Computer Interaction · Computer Science 2022-07-19 Sujeong Kim , Abhinav Garlapati , Jonah Lubin , Amir Tamrakar , Ajay Divakaran

Large Language Models (LLMs) are increasingly integrated into various daily tasks in Software Engineering such as coding and requirement elicitation. Despite their various capabilities and constant use, some interactions can lead to…

Software Engineering · Computer Science 2025-04-22 Cristina Martinez Montes , Ranim Khojah

Research in emotion analysis is scattered across different label formats (e.g., polarity types, basic emotion categories, and affective dimensions), linguistic levels (word vs. sentence vs. discourse), and, of course, (few well-resourced…

Computation and Language · Computer Science 2021-11-09 Sven Buechel , Luise Modersohn , Udo Hahn

While sadness is a human emotion that people experience at certain times throughout their lives, inflicting them with emotional disappointment and pain, depression is a longer term mental illness which impairs social, occupational, and…

Computation and Language · Computer Science 2022-03-22 Tiasa Singha Roy , Priyam Basu , Aman Priyanshu , Rakshit Naidu

The substantial growth of online learning, in particular, Massively Open Online Courses (MOOCs), supports research into the development of better models for effective learning. Learner 'confusion' is among one of the identified aspects…

Computers and Society · Computer Science 2019-03-11 Thushari Atapattu , Katrina Falkner , Menasha Thilakaratne , Lavendini Sivaneasharajah , Rangana Jayashanka

In this study into the player's emotional theory of mind of gameplaying agents, we investigate how an agent's behaviour and the player's own performance and emotions shape the recognition of a frustrated behaviour. We focus on the…

Artificial Intelligence · Computer Science 2020-01-24 David Melhart , Georgios N. Yannakakis , Antonios Liapis

The structure of knowledge is commonly described as a network of key concepts and semantic relations between them. A learner of a particular domain can discover this network by navigating the nodes and edges presented by instructional…

Statistical Mechanics · Physics 2022-07-06 Andrei A. Klishin , Nicolas H. Christianson , Cynthia S. Q. Siew , Dani S. Bassett

While emotion and mood interchangeably used, they differ in terms of duration, intensity and attributes. Even as multiple psychology studies examine the mood-emotion relationship, mood prediction has barely been studied. Recent machine…

Human-Computer Interaction · Computer Science 2023-03-14 Soujanya Narayana , Ramanathan Subramanian , Ibrahim Radwan , Roland Goecke

Recent advances in neurosciences and psychology have provided evidence that affective phenomena pervade intelligence at many levels, being inseparable from the cognitionaction loop. Perception, attention, memory, learning, decisionmaking,…

Artificial Intelligence · Computer Science 2008-09-30 Luis Paulo Reis , Daria Barteneva , Nuno Lau

Adaptive learning systems can produce substantial learning gains, yet many students engage for too brief or too superficial a period to benefit. A central obstacle is measuring effort. Effort during multi-step problem solving is rarely…

Computers and Society · Computer Science 2026-05-12 Conrad Borchers , Lijin Zhang , Kexin Yang , Tomohiro Nagashima , Benjamin W. Domingue

Human emotion is expressed in many communication modalities and media formats and so their computational study is equally diversified into natural language processing, audio signal analysis, computer vision, etc. Similarly, the large…

Machine Learning · Computer Science 2023-08-16 Sven Buechel , Udo Hahn
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