Advances in neuroergonomics and cognitive engineering : proceedings of the AHFE 2020 Virtual Conferences on Neuroergonomics and Cognitive Engineering and Industrial Cognitive Ergonomics and Engineering Psychology July 16 20 2020 USA 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 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) 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 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 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