| Description |
1 online resource (458 pages) |
| Series |
Advances in Intelligent Systems and Computing ; v. 1201 |
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Advances in intelligent systems and computing ; 1201.
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| Contents |
Intro -- Advances in Human Factors and Ergonomics 2020 -- Preface -- Contents -- Machine Learning in Cognitive Neuroimaging -- A Comparative Study on Epileptic Seizure Detection Methods -- Abstract -- 1 Introduction -- 2 Feature Selection -- 3 Classification -- 3.1 Support Vector Machine -- 3.2 K Nearest Neighbor -- 3.3 Convolutional Neural Network -- 4 Performance Metrics -- 5 Results -- Acknowledgments -- References -- Fractional Order Modeling of Brain Signals -- Abstract -- 1 Introduction -- 2 Mathematical Model -- 2.1 Moving Average Model (MA) -- 2.2 Autoregressive Model (AR) |
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2.3 Autoregressive Moving Average Model (ARMA) -- 2.4 Autoregressive Integrated Moving Average (ARIMA) -- 2.5 Autoregressive Fractional Integrated Moving Average (ARFIMA) -- 3 ARFIMA Parameter Estimation -- 4 Model Estimation -- 5 Simulation Results -- 6 Conclusion and Future Work -- Acknowledgments -- References -- Neural Correlation of Brain Activities and Gaming Using Functional Near-Infrared Spectroscopy and Iowa Gambling Task -- Abstract -- 1 Introduction -- 1.1 Functional Near-Infrared Spectroscopy (fNIRS) -- 1.2 Iowa Gambling Task (IGT) -- 2 Materials and Methods -- 2.1 Participants |
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2.2 Experimental Task -- 2.3 Data Acquisition -- 2.4 fNIRS Data Pre-processing -- 3 Results -- 3.1 Descriptive Statistics -- 3.2 fNIRS Data -- 3.3 Behavioral Task -- Iowa Gambling Task Data -- 4 Discussion and Conclusion -- Acknowledgments -- References -- Machine Learning Approaches and Neuroimaging in Cognitive Functions of the Human Brain: A Review -- Abstract -- 1 Introduction -- 2 Current Research on Machine Learning Application in Neuroimaging -- 3 Summary -- References -- Algorithm for Assessing Auditory Images Perception and Verbal Information -- Abstract -- 1 Introduction -- 2 Methods |
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3 Outcomes -- 4 Discussion -- 5 Conclusion -- References -- A Review on Applications of Soft Computing Techniques in Neuroergonomics During the Last Decade -- Abstract -- 1 Introduction -- 2 Methodology -- 2.1 Sources and Search Methods -- 3 Soft Computing Methodologies -- 4 Soft Computing Applications in Neuroergonomics -- 4.1 Assessment of Mental Workload -- 4.2 Mental Workload Prediction -- 4.3 Mental Workload Classification -- 4.4 Mental Fatigue and Vigilance -- 5 Discussion and Conclusion -- References -- Cognitive Function Assessment |
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Quantification of Social Media Influence on Behavior Using Psychophysiological Profiles -- Abstract -- 1 Introduction -- 2 Methods -- 3 Results -- 4 Discussion -- Acknowledgments -- References -- Understanding the Cognitive Demands of the Purdue Pegboard Test: An fNIRs Study -- Abstract -- 1 Introduction -- 2 Method -- 2.1 Participants -- 2.2 Purdue Pegboard Test -- 3 Protocol -- 4 Experimental Device -- 5 Statistical Analysis -- 6 Results -- 6.1 Dorsolateral Prefrontal Cortex (LDLPFC) -- 6.2 Ventromedial Prefrontal Cortex (VmPFC)_ -- 7 Discussion -- Acknowledgements -- References |
| Summary |
This book offers broad overview of the field of cognitive engineering and neuroergonomics, covering emerging practices and future trends toward the harmonious integration of human operators and computer systems. It presents novel theoretical findings on mental workload and stress, activity theory, human reliability, error and risk, and a wealth of cutting-edge applications, such as strategies to make assistive technologies more user-oriented. Further, the book describes key advances in our understanding of cognitive processes, including mechanisms of perception, memory, reasoning, and motor response, with a particular focus on their role in interactions between humans and other elements of computer-based systems. Gathering the proceedings of the AHFE 2020 Virtual Conferences on Neuroergonomics and Cognitive Engineering, and Industrial Cognitive Ergonomics and Engineering Psychology, held on 16-20 July 2020, this book provides extensive and timely information for human-computer interaction researchers, human factors engineers and interaction designers, as well as decision-makers |
| Notes |
International conference proceedings |
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Changes in Brain Activity After the Sternberg and Cognitive Judgment Tasks |
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Includes author index |
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Print version record |
| Subject |
Neuroergonomics -- Congresses
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Neuroergonomics
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Ayaz, Hasan
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Asgher, Umer
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International Conference on Applied Human Factors and Ergonomics and the Affiliated Conferences (11th : 2020 : Online)
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| ISBN |
9783030510411 |
|
3030510417 |
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