| # | Authors | Title | Details | Date | Pdf/Links/Bibtex | Keywords |
|---|---|---|---|---|---|---|
| 26 | Lal U., Vinayak Chikkankod A., Longo L. | Fractal dimensions and machine learning for detection of Parkinson’s disease in resting-state electroencephalography | Neural Computing and Applications | 2024 |
@article{lal2024fractal, title={Fractal dimensions and machine learning for detection of Parkinson’s disease in resting-state electroencephalography}, author={Lal, Utkarsh and Chikkankod, Arjun Vinayak and Longo, Luca}, journal={Neural Computing and Applications}, volume={36}, number={15}, pages={8257--8280}, year={2024}, publisher={Springer} } [Close]
| Electroencephalography •
Explainable AI •
Fractal dimension •
Entropy •
Sliding windowing •
Feature extraction •
Supervised learning •
Machine Learning •
Deep-learning |
| 25 | Gómez-Tapia C., Bozic B., Longo L. | On the Minimal Amount of EEG Data Required for Learning Distinctive Human Features for Task-Dependent Biometric Applications | Frontiers Neuroinformatics | 2022 |
@article{DBLP:journals/fini/Gomez-TapiaBL22, author = {Carlos G{\'{o}}mez{-}Tapia and Bojan Bozic and Luca Longo}, title = {On the Minimal Amount of {EEG} Data Required for Learning Distinctive Human Features for Task-Dependent Biometric Applications}, journal = {Frontiers Neuroinformatics}, volume = {16}, pages = {844667}, year = {2022}, url = {https://doi.org/10.3389/fninf.2022.844667}, doi = {10.3389/fninf.2022.844667} } [Close]
| biometrics • EEG • feature extraction • machine learning • deep learning • graph neural networks • Electroencephalography |
| 24 | Vilone G., Longo L. | A Novel Human-Centred Evaluation Approach and an Argument-Based Method for Explainable Artificial Intelligence. | Artificial Intelligence Applications and Innovations - 18th IFIP WG 12.5 International Conference | 2022 |
@inproceedings{ViloneLongo2022, author = {Giulia Vilone and Luca Longo}, editor = {Ilias Maglogiannis and Lazaros Iliadis and John Macintyre and Paulo Cortez}, title = {A Novel Human-Centred Evaluation Approach and an Argument-Based Method for Explainable Artificial Intelligence}, booktitle = {Artificial Intelligence Applications and Innovations - 18th {IFIP} {WG} 12.5 International Conference, {AIAI} 2022, Hersonissos, Crete, Greece, June 17-20, 2022, Proceedings, Part {I}}, series = {{IFIP} Advances in Information and Communication Technology}, volume = {646}, pages = {447--460}, publisher = {Springer}, year = {2022}, url = {https://doi.org/10.1007/978-3-031-08333-4\_36}, doi = {10.1007/978-3-031-08333-4\_36} } [Close]
| Explainable Artificial Intelligence • Argumentation • Human-centred evaluation •
Non-monotonic reasoning • Explainability |
| 23 | Longo 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 |
| 22 | Longo L., Rajendran M. | A Novel Parabolic Model of Instructional Efficiency Grounded on Ideal Mental Workload and Performanc | Human Mental Workload: Models and Applications | 2021 |
@InProceedings{Longo2021, author="Longo, Luca and Rajendran, Murali", editor="Longo, Luca and Leva, Maria Chiara", title="A Novel Parabolic Model of Instructional Efficiency Grounded on Ideal Mental Workload and Performance", booktitle="Human Mental Workload: Models and Applications", year="2021", publisher="Springer International Publishing", address="Cham", pages="11--36", isbn="978-3-030-91408-0" } [Close]
| Instructional efficiency • Cognitive Load Theory • Mental workload • Performance • Entropy • Validity • Parabolic • Optimality |
| 21 | Longo 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 |
| 20 | Longo L., Goebel R., Lecue F., Kieseberg P., Holzinger A. | Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions | Machine Learning and Knowledge Extraction. Int. Cross-Domain Conference for Machine Learning and Knowledge Extraction | 2020 |
@inproceedings{LongoGLKH20, author = {Luca Longo and Randy Goebel and Freddy L{\'{e}}cu{\'{e}} and Peter Kieseberg and Andreas Holzinger}, editor = {Andreas Holzinger and Peter Kieseberg and A Min Tjoa and Edgar R. Weippl}, title = {Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions}, booktitle = {Machine Learning and Knowledge Extraction - 4th {IFIP} {TC} 5, {TC} 12, {WG} 8.4, {WG} 8.9, {WG} 12.9 International Cross-Domain Conference, {CD-MAKE} 2020, Dublin, Ireland, August 25-28, 2020, Proceedings}, series = {Lecture Notes in Computer Science}, volume = {12279}, pages = {1--16}, publisher = {Springer}, year = {2020}, url = {https://doi.org/10.1007/978-3-030-57321-8\_1}, doi = {10.1007/978-3-030-57321-8\_1} } [Close]
| Explainable artificial intelligence • Machine learning • Explainability |
| 19 | Munoz-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 |
@InProceedings{10.1007/978-3-030-62302-9_13, author="Mu{\~{n}}oz-de-Escalona, Enrique and Ca{\~{n}}as, Jos{\'e} Juan and Leva, Chiara and Longo, Luca", editor="Longo, Luca and Leva, Maria Chiara", title="Task Demand Transition Peak Point Effects on Mental Workload Measures Divergence", booktitle="Human Mental Workload: Models and Applications", year="2020", publisher="Springer International Publishing", address="Cham", pages="207--226", isbn="978-3-030-62302-9" } [Close]
| Mental workload • Workload measures • Convergence • Divergence • Dissociations • Insensitivities • Task demand transitions • Rates of change • Peak point |
| 18 | Orru 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 |
@InProceedings{10.1007/978-3-030-62302-9_7, author="Orru, Giuliano and Longo, Luca", editor="Longo, Luca and Leva, Maria Chiara", title="Direct and Constructivist Instructional Design: A Comparison of Efficiency Using Mental Workload and Task Performance", booktitle="Human Mental Workload: Models and Applications", year="2020", publisher="Springer International Publishing", address="Cham", pages="99--123", isbn="978-3-030-62302-9" } [Close]
| Cognitive load theory • Mental workload • Efficiency • Direct instruction methods • Inquiry methods |
| 17 | Rizzo, L., Longo L. | An empirical evaluation of the inferential capacity of defeasible argumentation, non-monotonic fuzzy reasoning and expert systems | Expert Systems with Applications | 2020 |
@article{RizzoLongo2020aee, title = "An empirical evaluation of the inferential capacity of defeasible argumentation, non-monotonic fuzzy reasoning and expert systems", journal = "Expert Systems with Applications", pages = "113-220", year = "2020", issn = "0957-4174", doi = "https://doi.org/10.1016/j.eswa.2020.113220", url = "http://www.sciencedirect.com/science/article/pii/S0957417420300464", author = "Lucas Rizzo and Luca Longo", keywords = "Defeasible Argumentation, Argumentation Theory, Explainable Artificial Intelligence, Non-monotonic Reasoning, Fuzzy Logic, Expert Systems, Mental Workload", } [Close]
| Defeasible Argumentation •
Argumentation Theory •
Explainable Artificial Intelligence •
Non-monotonic Reasoning •
Fuzzy Logic •
Expert Systems •
Mental Workload |
| 16 | Longo 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 |
| 15 | Crotti 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 |
@InProceedings{Crotti2019, author="Junior, Ademar Crotti and Debruyne, Christophe and Longo, Luca and O'Sullivan, Declan", editor="Longo, Luca and Leva, M. Chiara", title="On the Mental Workload Assessment of Uplift Mapping Representations in Linked Data", booktitle="Human Mental Workload: Models and Applications", year="2019", publisher="Springer International Publishing", address="Cham", pages="160--179" } [Close]
| Mental Workload • Uplift Mapping Representations • Linked Data • Usability • Human-Computer Interaction |
| 14 | Moustafa 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 |
@InProceedings{Moustafa2019, author="Moustafa, Karim and Longo, Luca", editor="Longo, Luca and Leva, M. Chiara", title="Analysing the Impact of Machine Learning to Model Subjective Mental Workload: A Case Study in Third-Level Education", booktitle="Human Mental Workload: Models and Applications", year="2019", publisher="Springer International Publishing", address="Cham", pages="92--111" } [Close]
| Machine Learning • Mental Workload • Modeling • Subjective Measures • Instructional Design |
| 13 | Orru 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 |
@InProceedings{Orru2019, author="Orru, Giuliano and Longo, Luca", editor="Longo, Luca and Leva, M. Chiara", title="The Evolution of Cognitive Load Theory and the Measurement of Its Intrinsic, Extraneous and Germane Loads: A Review", booktitle="Human Mental Workload: Models and Applications", year="2019", publisher="Springer International Publishing", address="Cham", pages="23--48" } [Close]
| Cognitive Load Theory • Cognitive Load types • Intrinsic Load • Extraneous Load • Germane Load • Measures • Instructional Design • Efficiency • Education • Mental Workload |
| 12 | Yashkina E., Pinigin A., Lee JY, Mazzara M., Adekotujo A.S., Zubair A., Longo L. | Expressing Trust with Temporal Frequency of User Interaction in Online Communities | 33rd International Conference on Advanced Information Networking and Applications | 2019 |
@inproceedings{yashkina2019expressing, title={Expressing Trust with Temporal Frequency of User Interaction in Online Communities}, author={Yashkina, Ekaterina and Pinigin, Arseny and Lee, JooYoung and Mazzara, Manuel and Adekotujo, Akinlolu Solomon and Zubair, Adam and Longo, Luca}, booktitle={International Conference on Advanced Information Networking and Applications}, pages={1133--1146}, year={2019}, organization={Springer} } [Close]
| Reputation Management • Computational Trust • Online Communities • Social Media • Social Networks • Modeling |
| 11 | Longo 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 |
| 10 | Kelly P., Longo L. | An Investigation into the Effects of Multiple Kernel Combinations on Solutions Spaces in Support Vector Machines | Artificial Intelligence Applications and Innovations | 2018 |
@InProceedings{Kelly2018Investigation, author="Kelly, Paul and Longo, Luca", editor="Iliadis, Lazaros and Maglogiannis, Ilias and Plagianakos, Vassilis", title="An Investigation into the Effects of Multiple Kernel Combinations on Solutions Spaces in Support Vector Machines", booktitle="Artificial Intelligence Applications and Innovations", year="2018", publisher="Springer International Publishing", address="Cham", pages="157--167", isbn="978-3-319-92007-8" } [Close]
| Multiple Kernels • Support Vector Machines • Machine Learning • Modeling • Artificial Intelligence |
| 9 | Marochko V., Leonard J., Mazzara M., Longo L. | Pseudorehearsal in actor-critic agents with neural network function approximation | IEEE 32nd International Conference on Advanced Information Networking and Applications | 2018 |
@inproceedings{marochko2018pseudorehearsal, title={Pseudorehearsal in actor-critic agents with neural network function approximation}, author={Marochko, Vladimir and Johard, Leonard and Mazzara, Manuel and Longo, Luca}, booktitle={2018 IEEE 32nd International Conference on Advanced Information Networking and Applications (AINA)}, pages={644--650}, year={2018}, organization={IEEE} } [Close]
| Reinforcement learning • Neural Networks • Catastrophic Forgetting • Pseudorehearsal • Artificial Intelligence |
| 8 | Melnikov A., Mazzara M., Rivera V., Lee J., Longo L. | Towards Dynamic Interaction-Based Reputation Models | IEEE 32nd International Conference on Advanced Information Networking and Applications | 2018 |
@inproceedings{melnikov2018towards, title={Towards dynamic interaction-based reputation models}, author={Melnikov, Almaz and Lee, JooYoung and Rivera, Victor and Mazzara, Manuel and Longo, Luca}, booktitle={2018 IEEE 32nd International Conference on Advanced Information Networking and Applications (AINA)}, pages={422--428}, year={2018}, organization={IEEE} } [Close]
| Computational Trust • Reputation • Interaction • Modeling |
| 7 | Rizzo L., Majnaric L., Dondio P., Longo L. | An Investigation of Argumentation Theory for the Prediction of Survival in Elderly Using Biomarkers | IFIP International Conference on Artificial Intelligence Applications and Innovations | 2018 |
@inproceedings{rizzo2018investigation, title={An Investigation of Argumentation Theory for the Prediction of Survival in Elderly Using Biomarkers}, author={Rizzo, Lucas and Majnaric, Ljiljana and Dondio, Pierpaolo and Longo, Luca}, booktitle={IFIP International Conference on Artificial Intelligence Applications and Innovations}, pages={385--397}, year={2018}, organization={Springer} } [Close]
| Biomarkers • Argumentation Theory • Defeasible Reasoning • Artificial Intelligence • Modeling |
| 6 | Balfe 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 |
@inproceedings{balfe2017estimation, title={Estimation of Train Driver Workload: Extracting Taskload Measures from On-Train-Data-Recorders}, author={Balfe, Nora and Crowley, Katie and Smith, Brendan and Longo, Luca}, booktitle={International Symposium on Human Mental Workload: Models and Applications}, pages={106--119}, year={2017}, organization={Springer} } [Close]
| Mental Workload • Train drivers • Task Load Measures |
| 5 | Longo L., Leva M.C. | Human Mental Workload: Models and Applications | 1st International Symposium on Human Mental Workload, Models and Applications | 2017 |
@book{longo2017human, title={Human Mental Workload: Models and Applications: First International Symposium, H-WORKLOAD 2017, Dublin, Ireland, June 28-30, 2017, Revised Selected Papers}, author={Longo, Luca and Leva, M Chiara}, volume={726}, year={2017}, publisher={Springer} } [Close]
| Mental Workload • Models • Applications |
| 4 | Moustafa 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 |
@inproceedings{moustafa2017assessment, title={Assessment of mental workload: a comparison of machine learning methods and subjective assessment techniques}, author={Moustafa, Karim and Luz, Saturnino and Longo, Luca}, booktitle={International Symposium on Human Mental Workload: Models and Applications}, pages={30--50}, year={2017}, organization={Springer} } [Close]
| Mental Workload • Machine Learning • Subjective assessment techniques • Modeling |
| 3 | Longo L. | Mental workload in medicine: foundations, applications, open problems, challenges and future perspectives | IEEE 29th International Symposium on Computer-Based Medical Systems | 2016 |
@inproceedings{longo2016mental, title={Mental workload in medicine: foundations, applications, open problems, challenges and future perspectives}, author={Longo, Luca}, booktitle={Computer-Based Medical Systems (CBMS), 2016 IEEE 29th International Symposium on}, pages={106--111}, year={2016}, organization={IEEE} } [Close]
| Mental workload • Medicine • Health-care • System design • Performance • Safety • Critical systems |
| 2 | Rizzo 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 |
@inproceedings{rizzo2016modeling, title={Modeling mental workload via rule-based expert system: a comparison with NASA-TLX and workload profile}, author={Rizzo, Lucas and Dondio, Pierpaolo and Delany, Sarah Jane and Longo, Luca}, booktitle={IFIP International Conference on Artificial Intelligence Applications and Innovations}, pages={215--229}, year={2016}, organization={Springer} } [Close]
| Rule-based Expert System • Mental Workload • Heuristics • Modeling • Artificial Intelligence |
| 1 | Longo L. | Designing medical interactive systems via assessment of human mental workload | IEEE 28th International Symposium on Computer-Based Medical Systems | 2015 |
@inproceedings{longo2015designing, title={Designing medical interactive systems via assessment of human mental workload}, author={Longo, Luca}, booktitle={Computer-Based Medical Systems (CBMS), 2015 IEEE 28th International Symposium on}, pages={364--365}, year={2015}, organization={IEEE} } [Close]
| Human Mental Workload • Interactive Systems • Medical applications • Human-Computer Interaction |
| # | Authors | Title | Details | Date | Pdf/Links/Bibtex | Keywords |