# Authors Title Details Date Pdf/Links/Bibtex Keywords
38Raufi B., Longo L.Comparing ANOVA and PowerShap Feature Selection Methods via Shapley Additive Explanations of Models of Mental Workload Built with the Theta and Alpha EEG Band Ratios BioMedInformatics 2024 model explainability • mental workload • statistical feature selection • Shapley-based feature selection • alpha and theta EEG band ratios • machine learning • Deep-learning
10.3390/biomedinformatics4010048
37Longo L.Modeling Cognitive Load as a Self-Supervised Brain Rate with Electroencephalography and Deep Learning Brain Sciences 2022 cognitive load • deep learning • self-supervision • brain rate • convolutional neural network • recurrent neural network • mental workload • EEG bands • electroencephalography • spectral topology-preserving head-maps
10.3390/brainsci12101416
36Longo L., Wickens C. D., Hancock P. A., Hancock G.Human Mental Workload: A Survey and a Novel Inclusive Definition Frontiers Psychology 2022 survey • mental workload • definitions • theories • measures • models • novel framework • novel inclusive definition
10.3389/fpsyg.2022.883321
35Raufi B., Longo L.An Evaluation of the EEG Alpha-to-Theta and Theta-to-Alpha Band Ratios as Indexes of Mental Workload Frontiers Neuroinformatics 2022 human mental workload • EEG band ratios • alpha-to-theta ratios • theta-to-alpha ratios • machine learning • classification • Electroencephalography
10.3389/fninf.2022.861967
34Longo L., Leva M.C.Human Mental Workload: Models and Applications 5th International Symposium on Human Mental Workload, Models and Applications 2021 Mental Workload • Models • Applications
dx.10.1007/978-3-030-91408-0
33Longo L., Rajendran M.A Novel Parabolic Model of Instructional Efficiency Grounded on Ideal Mental Workload and Performanc Human Mental Workload: Models and Applications 2021 Instructional efficiency • Cognitive Load Theory • Mental workload • Performance • Entropy • Validity • Parabolic • Optimality
10.1007/978-3-030-91408-0_2
32Longo L., Leva M.C.Human Mental Workload: Models and Applications 4th International Symposium on Human Mental Workload, Models and Applications 2020 Mental Workload • Models • Applications
dx.10.1007/978-3-030-62302-9
31Rizzo L., Longo L.Self-reported data for mental workload modelling in human-computer interaction and third-level education Data in Brief 2020 Knowledge-based systems • Fuzzy reasoning • Expert systems • Mental workload • Automated reasoning • Argumentation theory
10.1016/j.dib.2020.105433
30Longo L., Orrú G.Evaluating instructional designs with mental workload assessments in university classrooms Behaviour and Information Technology 2020 Cognitive Load Theory • Instructional Design • Cognitive Theory of Multimedia Learning • Subjective Mental Workload
10.1080/0144929X.2020.1864019
29Munoz-De-Escalona E., Cañas J., Leva M.C., Longo L. Task demand transition peak point effects on mental workload measures divergence Human Mental Workload: Models and Applications 4th International Symposium, H-WORKLOAD 2020 2020 Mental workload • Workload measures • Convergence • Divergence • Dissociations • Insensitivities • Task demand transitions • Rates of change • Peak point
10.1007/978-3-030-62302-9_13
28Orru G., Longo L.Direct and Constructivist Instructional Design: A Comparison of Efficiency Using Mental Workload and Task Performance 4th International Symposium on Human Mental Workload: Models and Applications 2020 Cognitive load theory • Mental workload • Efficiency • Direct instruction methods • Inquiry methods
10.1007/978-3-030-62302-9_7
27Longo L., Leva M.C.Human Mental Workload: Models and Applications 3rd International Symposium on Human Mental Workload, Models and Applications 2019 Mental Workload • Models • Applications
dx.10.1007/978-3-030-32423-0
26Orru G, Longo L.Direct instruction and its extension with a community of inquiry: A comparison of mental workload, performance and efficiency CSEDU 2019 - Proceedings of the 11th International Conference on Computer Supported Education 2019 Direct Instruction • Community of Inquiry • Efficiency • Mental Workload • Cognitive Load Theory • Instructional Design • Education
10.5220/0007757204360444
25Longo L, Orru G.An Evaluation of the Reliability, Validity and Sensitivity of Three Human Mental Workload Measures Under Different Instructional Conditions in Third-Level Education McLaren B., Reilly R., Zvacek S., Uhomoibhi J. (eds) Computer Supported Education. CSEDU 2018. 2019 Cognitive Load Theory • Cognitive load types • Human Mental Workload • Instructional design • Direct instructions • Cognitive Theory of Multimedia Learning • Inquiry methods • Community of Inquiry • Reliability • Validity • Sensitivity • Education
10.1007/978-3-030-21151-6_19
24Crotti J.A., Debruyne C., Longo L., O'Sullivan D.On the Mental Workload Assessment of Uplift Mapping Representations in Linked Data 2nd International Symposium on Human Mental Workload: Models and Applications 2019 Mental Workload • Uplift Mapping Representations • Linked Data • Usability • Human-Computer Interaction
10.1007/978-3-030-14273-5_10
23Moustafa K., Longo L.Analysing the Impact of Machine Learning to Model Subjective Mental Workload: A Case Study in Third-Level Education 2nd International Symposium on Human Mental Workload: Models and Applications 2019 Machine Learning • Mental Workload • Modeling • Subjective Measures • Instructional Design
10.1007/978-3-030-14273-5_6
22Orru G., Longo L.The Evolution of Cognitive Load Theory and the Measurement of Its Intrinsic, Extraneous and Germane Loads: A Review 2n International Symposium on Human Mental Workload: Models and Applications 2019 Cognitive Load Theory • Cognitive Load types • Intrinsic Load • Extraneous Load • Germane Load • Measures • Instructional Design • Efficiency • Education • Mental Workload
10.1007/978-3-030-14273-5_3
21Rizzo L., Longo L.Inferential models of mental workload with defeasible argumentation and non-monotonic fuzzy reasoning: a comparative study 2nd Workshop on Advances In Argumentation In Artificial Intelligence, co-located with XVII International Conference of the Italian Association for Artificial Intelligence 2019 Argumentation Theory • Non-monotonic Reasoning • Fuzzy Logic • Mental workload • Defeasible Reasoning • Modeling • Artificial Intelligence
20Longo L., Leva M.C.Human Mental Workload: Models and Applications 2nd International Symposium on Human Mental Workload, Models and Applications 2018 Mental Workload • Models • Applications
dx.10.1007/978-3-030-14273-5
19Orru G., Gobbo F., O'Sullivan D., Longo L.An Investigation of the Impact of a Social Constructivist Teaching Approach, based on Trigger Questions, Through Measures of Mental Workload and Efficiency 10th International Conference on Computer Supported Education 2018 Cognitive Load Theory • Cognitive Load Measurement • Cognitivism • Social Constructivism • Trigger Questions • Concept Maps • Performance • Efficiency • Education • Instructional Design
10.5220/0006790702920302
18Longo L.On the Reliability, Validity and Sensitivity of Three Mental Workload Assessment Techniques for the Evaluation of Instructional Designs: A Case Study in a Third-level Course 10th International Conference on Computer Supported Education 2018 Human Mental Workload • Cognitive Load Theory • Instructional Design • Education
10.5220/0006801801660178
17Longo L.Experienced mental workload, perception of usability, their interaction and impact on task performance PloS one 2018 Mental Workload • Usability • Nasa Task Load Index • Workload Profile • System Usability Scale • Machine Learning • Human Performance • Human-Computer Interaction
10.1371/journal.pone.0199661
16Balfe N., Crowley K., Smith B., Longo L.Estimation of Train Driver Workload: Extracting Taskload Measures from On-Train-Data-Recorders 1st International Symposium on Human Mental Workload: Models and Applications 2017 Mental Workload • Train drivers • Task Load Measures
10.1007/978-3-319-61061-0_7
15Longo L., Leva M.C.Human Mental Workload: Models and Applications 1st International Symposium on Human Mental Workload, Models and Applications 2017 Mental Workload • Models • Applications
10.1007/978-3-319-61061-0
14Longo L.Subjective Usability, Mental Workload Assessments and Their Impact on Objective Human Performance IFIP Conference on Human-Computer Interaction 2017 Usability • Mental Workload • Human Performance • Human-Computer Interaction • Machine Learning
10.1007/978-3-319-67684-5_13
13Rizzo L., Longo L.Representing and inferring mental workload via defeasible reasoning: a comparison with the NASA Task Load Index and the Workload Profile 1st Workshop on Advances In Argumentation In Artificial Intelligence 2017 Mental Workload Modeling • Defeasible Reasoning • Nasa Task Load Index • Workload Profile • Artificial Intelligence • Modeling
12Moustafa K., Luz S., Longo L.Assessment of Mental Workload: A Comparison of Machine Learning Methods and Subjective Assessment Techniques International Symposium on Human Mental Workload: Models and Applications 2017 Mental Workload • Machine Learning • Subjective assessment techniques • Modeling
11Rizzo L., Dondio P. Delany S.J., Longo L.Modeling Mental Workload Via Rule-Based Expert System: A Comparison with NASA-TLX and Workload Profile IFIP International Conference on Artificial Intelligence Applications and Innovations 2016 Rule-based Expert System • Mental Workload • Heuristics • Modeling • Artificial Intelligence
10Longo L.Designing medical interactive systems via assessment of human mental workload IEEE 28th International Symposium on Computer-Based Medical Systems 2015 Human Mental Workload • Interactive Systems • Medical applications • Human-Computer Interaction
9Longo L., Dondio P.On the relationship between perception of usability and subjective mental workload of web interfaces IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology 2015 Usability • Mental Workload • Web-design • A/B testing • Human-Computer Interaction
8Longo L.A defeasible reasoning framework for human mental workload representation and assessment Behaviour & Information Technology 2015 Human Mental Workload • Defeasible Reasoning • Argumentation Theory • Knowledge-Representation • Modeling • Artificial Intelligence
10.1080/0144929X.2015.1015166
7Longo L.Formalising Human Mental Workload as a Defeasible Computational Concept The University of Dublin, Trinity College (doctoral thesis) 2014 Mental Workload • Defeasible Reasoning • Argumentation Theory • Knowledge Representation • Nasa Task Load Index • Workload Profile • Human-Computer Interaction • Artificial Intelligence • Modeling
6Longo L.Formalising human mental workload as non-monotonic concept for adaptive and personalised web-design International Conference on User Modeling, Adaptation, and Personalization 2012 Human Mental Workload • Non-monotonic Reasoning • Argumentation Theory • Human-Computer Interaction • Web Design
5Longo L. Rusconi F. Noce L. Barrett S.The Importance of Human Mental Workload in Web Design 8th International Conference on Web Information Systems and Technologies 2012 Human Mental Workload • Interaction Design • Web Design • Usability • Human Factor • Human-Computer Interaction
4Longo L.Human-computer interaction and human mental workload: Assessing cognitive engagement in the world wide web IFIP Conference on Human-Computer Interaction 2011 Human-Computer Interaction • Human Mental Workload • User Engagement • Artificial Intelligence • Web-mining • Human Factors
3Longo L., Kane B.A novel methodology for evaluating user interfaces in health care 24th International Symposium on Computer-Based Medical Systems 2011 Nasa Task Load Index • Usability • Health-care • Mental Workload • Human-Computer Interaction
2Longo L., Cognitive Effort for Multi Agent Systems International Conference on Brain Informatics 2010 Cognitive Effort • Multi-agent systems • Mental Workload
10.1007/978-3-642-15314-3_6
1Longo L., Barrett S.A Computational Analysis of Cognitive Effort Intelligent Information and Database Systems 2010 Cognitive Effort • Artificial Intelligence • Virtual Agents • Modeling • Mental Workload
# Authors Title Details Date Pdf/Links/Bibtex Keywords