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This study aims to identify a set of indicators to estimate cognitive workload using a multimodal sensing approach and machine learning. A set of three cognitive tests were conducted to induce cognitive workload in twelve participants at…

Neurons and Cognition · Quantitative Biology 2022-05-10 Niraj Hirachan , Anita Mathews , Julio Romero , Raul Fernandez Rojas

Assessing cognitive load on web search is useful for characterizing search system features and search tasks with respect to their demands on the searcher's mental effort. It is also helpful for examining how individual differences among…

Human-Computer Interaction · Computer Science 2010-01-12 Jacek Gwizdka

We conducted an eye-tracking user study with 13 participants to investigate the influence of stimulus-question ordering and question modality on participants using visual question-answering (VQA) tasks. We examined cognitive load, task…

Human-Computer Interaction · Computer Science 2024-04-08 Sita A. Vriend , Sandeep Vidyapu , Amer Rama , Kun-Ting Chen , Daniel Weiskopf

Cognitive load theory (CLT) provides us guiding principles in the design of learning materials. CLT differentiates three different kinds of cognitive load -- intrinsic, extraneous and germane load. Intrinsic load is related to the learning…

Physics Education · Physics 2018-03-08 Tianlong Zu , John Hutson , Lester C. Loschky , N. Sanjay Rebello

This study investigated the effects of mental fatigue (MF) induced by a 90-min AX-continuous performance test (AX-CPT) on balance control by addressing the issue of the heterogeneity of individuals' responses. Twenty healthy young active…

Neurons and Cognition · Quantitative Biology 2026-04-28 Frédéric Noé , Betty Hachard , Hadrien Ceyte , Noëlle Bru , Thierry Paillard

Lower-limb exosuits are particularly relevant for individuals with some degree of mobility impairment, such as post-stroke patients or older adults with reduced movement capabilities. This study aims to investigate the mental workload (MWL)…

Signal Processing · Electrical Eng. & Systems 2025-11-17 Giulia Mariani , Chiara Lambranzi , Nicholas Cartocci , Giacinto Barresi , Christian Di Natali , Elena De Momi , Jesus Ortiz

Cognitive effort, defined as the relationship between cognitive load and task performance, provides insight into how individuals allocate mental resources during demanding tasks. This construct is particularly important in high-stakes…

Human-Computer Interaction · Computer Science 2026-04-13 Shayla Sharmin , Mohammad Fahim Abrar , Gael Lucero-Palacios , Aditya Raikwar , Roghayeh Leila Barmaki

This position paper describes an experiment conducted to understand the relationships between different physiological measures including pupil Diameter, Blinking Rate, Heart Rate, and Heart Rate Variability in order to develop an estimation…

Human-Computer Interaction · Computer Science 2019-06-26 Ingo Keller , Muneeb Imtiaz Ahmad , Katrin Lohan

The aesthetics of e-commerce websites have a big influence on purchasing decisions and customers' satisfaction. Webpage complexity and high cognitive load are responsible for causing an unpleasant experience while shopping online. This…

Human-Computer Interaction · Computer Science 2026-05-06 Shojibur Rahman , Ahmed Alif Swopno , Nayeem Ahmed , Ashik Ahmed Fahim , Tabin Hasan

The search task and the system both affect the demand on cognitive resources during information search. In some situations, the demands may become too high for a person. This article has a three-fold goal. First, it presents and critiques…

Human-Computer Interaction · Computer Science 2010-05-18 Jacek Gwizdka

Virtual Reality (VR) has been a beneficial training tool in fields such as advanced manufacturing. However, users may experience a high cognitive load due to various factors, such as the use of VR hardware or tasks within the VR…

Human-Computer Interaction · Computer Science 2024-11-21 Mahsa Nasri , Mehmet Kosa , Leanne Chukoskie , Mohsen Moghaddam , Casper Harteveld

The NASA task load index (short: NASA-TLX) is a common metric to evaluate the workload of a user in a visualization study. Yet, it is rarely performed as initially intended, as the sources-of-workload evaluation is often omitted for various…

Human-Computer Interaction · Computer Science 2025-09-30 Daniel Pahr , Sara Di Bartolomeo

Calculating the effort required to complete a task has always been somewhat difficult, as it depends on each person and becomes very subjective. For this reason, different methodologies were developed to try to standardize these procedures.…

Human-Computer Interaction · Computer Science 2024-11-04 Aida Vidal-Balea , Paula Fraga-Lamas , Tiago M. Fernandez-Carames

In today's society, our cognition is constantly influenced by information intake, attention switching, and task interruptions. This increases the difficulty of a given task, adding to the existing workload and leading to compromised…

Human-Computer Interaction · Computer Science 2020-10-22 Thomas Kosch

Classification of cognitive workload promises immense benefit in diverse areas ranging from driver safety to augmenting human capability through closed loop brain computer interface. The brain is the most metabolically active organ in the…

Signal Processing · Electrical Eng. & Systems 2022-10-07 Harry J. Davies , Ian Williams , Ghena Hammour , Metin Yarici , Barry M. Seemungal , Danilo P. Mandic

Cognitive load, the mental effort required during working memory, is central to neuroscience, psychology, and human-computer interaction. Accurate assessment is vital for adaptive learning, clinical monitoring, and brain-computer…

Machine Learning · Computer Science 2026-02-12 Nusaibah Farrukh , Malavika Pradeep , Akshay Sasi , Rahul Venugopal , Elizabeth Sherly

Assessing cognitive workload is crucial for human performance as it affects information processing, decision making, and task execution. Pupil size is a valuable indicator of cognitive workload, reflecting changes in attention and arousal…

Machine Learning · Computer Science 2024-10-21 Quang Dang , Murat Kucukosmanoglu , Michael Anoruo , Golshan Kargosha , Sarah Conklin , Justin Brooks

This study used eye-tracking to capture the students' visual attention while taking the test of understanding graphs in kinematics (TUG-K). A total of N = 115 upper-secondary-level students from Germany and Switzerland took the 26-item…

Noise pollution has been rising alongside urbanization. Literature shows that disorganized background noise decreases attention. Timed testing, an attention-demanding stress task, has become increasingly important in assessing students'…

Computers and Society · Computer Science 2024-10-08 Hubert Huang , Jeffrey Huang

Background: Despite similar education and background, programmers can exhibit vast differences in efficacy. While research has identified some potential factors, such as programming experience and domain knowledge, the effect of these…

Software Engineering · Computer Science 2023-03-14 Norman Peitek , Annabelle Bergum , Maurice Rekrut , Jonas Mucke , Matthias Nadig , Chris Parnin , Janet Siegmund , Sven Apel
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