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ویرایش: 1st ed. 2021
نویسندگان: Hasan Ayaz (editor). Umer Asgher (editor)
سری: Advances in Intelligent Systems and Computing (Book 1201)
ISBN (شابک) : 3030510409, 9783030510404
ناشر: Springer
سال نشر: 2020
تعداد صفحات: 458
زبان: English
فرمت فایل : PDF (درصورت درخواست کاربر به PDF، EPUB یا AZW3 تبدیل می شود)
حجم فایل: 32 مگابایت
در صورت تبدیل فایل کتاب Advances in Neuroergonomics and Cognitive Engineering (Advances in Intelligent Systems and Computing) به فرمت های PDF، EPUB، AZW3، MOBI و یا DJVU می توانید به پشتیبان اطلاع دهید تا فایل مورد نظر را تبدیل نمایند.
توجه داشته باشید کتاب پیشرفت در نورو ارگونومی و مهندسی شناختی (پیشرفت در سیستم های هوشمند و محاسبات) نسخه زبان اصلی می باشد و کتاب ترجمه شده به فارسی نمی باشد. وبسایت اینترنشنال لایبرری ارائه دهنده کتاب های زبان اصلی می باشد و هیچ گونه کتاب ترجمه شده یا نوشته شده به فارسی را ارائه نمی دهد.
این کتاب نمای کلی وسیعی از حوزه مهندسی شناختی و ارگونومی عصبی را ارائه میدهد، که شیوههای نوظهور و روندهای آینده به سمت یکپارچگی هماهنگ اپراتورهای انسانی و سیستمهای کامپیوتری را پوشش میدهد. این یافتههای نظری جدید در مورد بار کاری ذهنی و استرس، تئوری فعالیت، قابلیت اطمینان انسانی، خطا و ریسک، و تعداد زیادی از برنامههای کاربردی پیشرفته، مانند استراتژیهایی برای کاربر محورتر کردن فناوریهای کمکی ارائه میکند. علاوه بر این، این کتاب پیشرفتهای کلیدی در درک ما از فرآیندهای شناختی، از جمله مکانیسمهای ادراک، حافظه، استدلال، و پاسخ حرکتی را با تمرکز ویژه بر نقش آنها در تعاملات بین انسانها و سایر عناصر سیستمهای مبتنی بر رایانه، توصیف میکند. این کتاب با گردآوری مجموعه مقالات کنفرانس مجازی AHFE 2020 در زمینه نورو ارگونومی و مهندسی شناختی، و ارگونومی شناختی صنعتی و روانشناسی مهندسی، که در تاریخ 16 تا 20 ژوئیه 2020 برگزار شد، اطلاعات گسترده و به موقعی را برای محققان تعامل انسان و کامپیوتر و عوامل تعامل انسانی فراهم می کند. طراحان و همچنین تصمیم گیرندگان.
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.
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) 2.3 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 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 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 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 Changes in Brain Activity After the Sternberg and Cognitive Judgment Tasks Abstract 1 Introduction 2 Experimental Method 2.1 Participants and Experimental Methods 2.2 Tasks 2.3 Experimental Procedure 3 Analysis 3.1 Correct Answer Rate 3.2 EEGs 3.3 SD Method 3.4 NASA-TLX 3.5 Statistical Analyses 4 Results 4.1 Performance 4.2 EEGs 4.3 SD Method 4.4 NASA-TLX 5 Discussion Acknowledgments References Fidget Spinners May Decrease Prefrontal Cortex Activity During Cognitively Challenging Fine Motor Tasks Abstract 1 Introduction 2 Materials and Methods 2.1 Participants 2.2 Task and Design 2.3 fNIRS 2.4 Statistics 3 Results 3.1 Assembly Task 3.2 Other Tasks 4 Discussion References Technological Innovation to Assess Cognitive Functions in Attention Deficit Hyperactivity Disorder Abstract 1 Introduction 2 The Control of Impulses, Its Assessment and Technological Development of the Neuropsychological Test 3 Pilot Study’s Results 4 Conclusions References Cognitive Performance Degradation in High School Students as the Response to the Psychophysiological Changes Abstract 1 Introduction 2 Method 3 Discussion of Results 4 Conclusion Acknowledgments References Mobile Technological Apps to Improve Frontal Lobe Functioning Abstract 1 Introduction 2 Neuropsychological Intervention 3 Technological Proposal 4 Method 5 Results 6 Conclusions References Effects of Situational Awareness Support System in the Risk of Collision with Multiple Ships Abstract 1 Introduction 2 Method 2.1 Participants 2.2 Apparatus 2.3 Experimental Design 3 Results 3.1 Judgments for Collision Avoidance 3.2 Eye-Gaze Times on the Displays 4 Discussion and Conclusion Acknowledgments References Understanding and Monitoring Human Performance Responsible Brain-System Integration Abstract 1 Introduction: Brain Systems Enablers Beware! 2 The Rising Tide: Cognitive Freedoms and Neurorights 3 Call to Action Acknowledgments References A Neuroergonomics Approach to Measure Pilot’s Cognitive Incapacitation in the Real World with EEG Abstract 1 Introduction 2 Material and Method 2.1 Experiment 1: Mental Fatigue 2.2 Experiment 1: Mental Overload 2.3 EEG Recording and Pre-processing 2.4 EEG Pre-processing for Single Trial Classification 2.5 Mental Fatigue: Results 2.6 Mental Overload: Results 3 Discussion Acknowledgments References Augmenting Traditional Performance Analyses with Eye Tracking Metrics Abstract 1 Introduction 2 Method 2.1 Participants 2.2 Equipment and Setup 2.3 Procedure 2.4 SMART Task 3 Results 3.1 SMART Performance Results 3.2 Eye Tracking Results 4 Discussion Acknowledgments References Analysis of ERP on Drivers in Traffic Accidents by Sudden Vehicle Abstract 1 Introduction 2 Experiment 2.1 Participants 2.2 Stimulating Materials 2.3 Test Environment 3 ERP Data Analysis 3.1 P300 3.2 N400 4 Conclusions References Human Performance with Complex Technology: How Visual Cognition Is Critical to Enhanced Performance with Aided Target Recognition (AiTR) Abstract 1 Introduction 2 Applied Cognitive Science for AiTR Display Design 2.1 Augmented Reality and Human Computation of Scene Statistics 2.2 Attention and Suppression 2.3 Adaptive Displays and Evaluation of Usability 2.4 High Dynamic Range for Mixed Reality in Naturalistic Settings 2.5 Biologically Relevant Highlights 3 Conclusion References Research and Analysis on the Influence Factors of Visual Reaction Time Abstract 1 Introduction 2 Experimental Introduction 3 Experimental Data Preprocessing 3.1 Data Preprocessing of Stimulus Probability Experiment 3.2 Experimental Data Preprocessing of the Number of Stimulus Light Points 4 Experimental Data Processing and Result Analysis 4.1 The Effect of Myopia on Visual Reaction Time 4.2 The Effect of Gender on Visual Response Time 4.3 The Effect of Dominant Hand on Visual Reaction Time 4.4 The Influence of Color on Visual Reaction Time 4.5 The Effect of Stimulus Probability on Visual Response Time 4.6 The Effect of the Number of Light Spots on Visual Response Time 5 Conclusion and Discussion 5.1 Conclusion and Discussion on the Influence of Personal Factors on Visual Reaction Time 5.2 Conclusion and Discussion on the Influence of Experimental Setup Factors on Visual Response Time References Teaming with Autonomous Systems for Medical System Design Developing a tDCS-Enhanced Dual-Task Flight Simulator for Evaluating Learning Abstract 1 Introduction and Background 2 Methodology 2.1 Experimental Overview 2.2 Flight Landing Task 2.3 Auditory Response Task 2.4 Transcranial Direct Current Stimulation 2.5 Functional MRI 3 Discussion References Development of a Demonstrator System for Online Measurement of Soldier Cognitive Readiness in Field and in Simulator Environments Abstract 1 Introduction 2 The Experimental Setup 3 Results and Discussion 4 Conclusions Acknowledgments References Cognitive Task Analysis and Knowledge Elicitation to Inform Medical Workstation Requirements for Long Duration Space Missions Abstract 1 Introduction 2 Method 2.1 Adaptations for ExMC 3 Discussion 4 Conclusion References Neurobusiness Applications Evaluating Effects of Environmental and Financial-Savings Messaging on Decision-Making Using Electrodermal Activity Abstract 1 Introduction 2 Methodology 2.1 Participants 2.2 Experiment Protocol 2.3 EDA Data Acquisition and Analysis 3 Results 3.1 Behavioral Results 3.2 EDA Results 4 Discussion References Measuring the Effects of Messaging on Consumer Decision-Making Using Functional Near Infrared Spectroscopy Abstract 1 Introduction 2 Methods 2.1 Participants 2.2 Experimental Procedure 2.3 fNIRS Acquisition and Analysis 3 Results 4 Discussion References Assessment of Human-Likeness and Anthropomorphism of Robots: A Literature Review Abstract 1 Introduction 2 The Attitude of Anthropomorphism 2.1 What Is Anthropomorphism? 2.2 The Media Equation Hypothesis 2.3 The Uncanny Valley 3 The Design of Robot Human-Likeness 3.1 Perceptions of Robot Bodies 3.2 Perceptions of Robot Sex 3.3 Categorical and Continuous Evaluation 4 Conclusions Acknowledgements References Systemic-Structural Activity Theory Instrumental and Value Rationality of the Self-regulation Model of Decision-Making Abstract 1 Instrumental and Value Rationalities in Reasoning 2 Study of Rationality in Decision-Making 3 Instrumental and Value Rationality of Decision-Making Under Risk 4 Bounded Rationality of Decision-Making Under Uncertainty 5 Instrumental and Value Rationality of Self-regulative Decision-Making 5.1 Shaping Factors of Instrumental and Value Rationality 5.2 Self-regulation Model 5.3 Self-regulation Rules of Instrumental Rationality References Modeling and Estimation of Physiological, Psychological and Sensory Indicators for Working Capacity Abstract 1 Introduction 2 Methods 3 Outcomes 4 Discussion 5 Conclusion References Decision Support and Error Analysis of Difficult Decisions in Clinical Medicine Abstract 1 Introduction 2 Role of Heuristics in Making Difficult Decisions 3 Decision-Making Under Uncertainty as a Self-regulation Process 4 Low-Difficulty and High-Difficulty Problems 5 Express Decision 6 Application of Express Decision in Advanced Heart Failure References Neurocomputing and Neuroinformatics Prefrontal and Vestibular Cortex Activation During Overground and Treadmill Walking Abstract 1 Introduction 2 Methodology 3 Results 4 Discussion References Detecting Semantic and Non-semantic Images by Elderly Mobile Device Users and Non-users Abstract 1 Introduction 2 Methodology 2.1 Participants 2.2 Experimental Equipment and Materials 2.3 Experimental Design 2.4 Experimental Procedure 3 Results 3.1 Accuracy 3.2 True Positive Rate 3.3 True Negative Rate 3.4 Response Time 4 Discussions and Conclusion References Changes in Prefrontal Cortex and Skeletal Muscle Metabolism Associated with Muscle Fatigue: An FNIRS Study Abstract 1 Introduction 2 Methods 2.1 Participant 2.2 Task Paradigm 2.3 Data Acquisition and the Region of Interests (ROI) 2.4 Data Analysis 3 Results 4 Discussion and Analysis 4.1 The rPFC and the Left Biceps Profiles in the Second Half of the Task 4.2 The rPFC and the Left Biceps Profiles in the First Half of the Task 5 Conclusion References An Objective and Quantitative Evaluation of Intermittent Aroma Stimuli on Intellectual Concentration Abstract 1 Introduction 2 An Aroma Stimulus for Improving Intellectual Concentration 3 Evaluation Experiment 3.1 Experimental Condition 3.2 Procedures and Methods 3.3 Results and Discussion 4 Summery References Research on Design Method of Color Matching in Commanding Cabin Based on Color Perception Abstract 1 Introduction 2 Sample Selection and Color Model Establishment 2.1 Sample Selection 2.2 Determination of Color Module 3 Color Measurement Methods and Results 3.1 Color Measurement Methods 3.2 Color Measurement Results 3.3 Verification of the Color Measurement Results 4 Color Analysis 4.1 Harmony Analysis 4.2 Stability Analysis 4.3 Warm and Cool Color Analysis 4.4 Functionality Analysis 5 Color Design and Evaluation for a Specific Command Cabin 5.1 Color Design for a Certain Command Cabin 5.2 Design Evaluation 6 Conclusions Acknowledgements References Cognitive Dynamics of Gender in Individuals’ Activity Goal Classification and Formation Process, Activity Strategy and Decision Outcome Expectation Abstract 1 Introduction 2 Literature Review 3 Methodology 4 Results and Analysis 5 Conclusion References Cognitive Modeling and Model-Based Performance Evaluation on Collaborative Decision and Control Task Abstract 1 Introduction 2 Three Positions CDMC Tasks and Cognitive Analysis 3 Cognitive Modeling for CDMC Tasks 3.1 Model’s Parameters and Declarative Knowledge 3.2 Cognitive Model for CDMC Task 3.3 The Implementation of Collaboration in Model of CDMC Task 4 Cognitive Performance Evaluation for CDMC Task 5 Conclusion Acknowledgments References Brain-Machine Interface and Artificial Intelligence Systems An Experimental Study of Influence of Post Lunch Brief Nap on Intellectual Concentration Abstract 1 Introduction 2 Experimental Methods 2.1 Participants 2.2 Procedure 2.3 Measures 3 Result 4 Discussion 5 Conclusion References Optimal Experimental Design Methods for Acquiring and Restricting Information to Improve Decision Making Abstract 1 Introduction 2 Foundational Work 3 Methodology 3.1 Probability Gain for Information Acquisition 3.2 Probability Loss for Information Restriction 4 Exemplar 4.1 Dataset Description 4.2 Decision Task 5 Conclusions 6 Limitations 7 Future Work Acknowledgements References The Effect of Chart Height and Color Saturation and Lightness to Graph Comprehension Abstract 1 Introduction 2 Method 2.1 Participants 2.2 Apparatus 2.3 Experimental Conditions 2.4 Independent Variables 2.5 Dependent Variables 2.6 Experimental Design 2.7 Experimental Procedure 3 Results and Discussion 4 Conclusion References Comparing Effect of Active vs. Passive Robotic Interaction on Joint Attention of Children with ASD Abstract 1 Introduction 2 Architecture 2.1 Human-Robot Interaction (HRI) Module 2.2 Eye Contact Module 3 Materials and Methods 3.1 Subjects 3.2 Experimental Design 4 Results 5 Discussions 6 Conclusion Acknowledgement References Efficient Extreme Learning Machine (ELM) Based Algorithm for Electrocardiogram (ECG) Heartbeat Classification Abstract 1 Introduction 2 Materials and Methods 2.1 Participants and Dataset 2.2 Preprocessing 2.3 Model Architecture 2.4 Experimental Results 3 Conclusion Acknowledgment References Investigation of EEG Correlate in NIRS Signal for BCI Abstract 1 Introduction 2 Discussion 2.1 Dataset 2.2 Results 3 Conclusion Acknowledgments References Detection of Subject Attention in an Active Environment Through Facial Expressions Using Deep Learning Techniques and Computer Vision Abstract 1 Introduction 2 Literature Review 2.1 Image Classification 2.2 Neural Networks 2.2.1 Convolutional Neural Network (CNN) 2.2.2 Long Short-Term Memory (LSTM) 2.3 Student’s Engagement 2.4 Traditional Solution 2.5 Technological Solutions 2.5.1 Kinect 2.5.2 Eye Tracker 3 Methodology 3.1 Dataset 3.2 Attention Detection Using Convolutional Neural Network 3.3 Attention Detection Using Long Short-Term Memory 4 Results 4.1 Attention Detection Using Convolutional Neural Network 4.2 Attention Detection Using Long Short-Term Memory 4.3 Comparison of Results Between CNN and LSTM 5 Conclusion Acknowledgement References Cognitive Neuroscience and Neuroadaptive Technologies Ergonomic Analysis of Sit - Stand Workstations Installed at University Offices Abstract 1 Introduction 2 Review of Literature 3 Research Objectives and Methodology 3.1 Statement of Problem 3.2 Objectives 3.3 Research Methodology 3.3.1 Sample Size 3.3.2 Questionnaire Design 4 Data Analysis 5 Findings 6 Conclusion and Future Work References Evaluation of the Effectiveness of an Interpretive Nutrition Label Format in Improving Healthy Food Discrimination Using Signal Detection Theory Abstract 1 Introduction 2 Methods 2.1 Participants 2.2 Procedure 2.3 Measures 2.4 Data Analysis 2.5 Hypothesis 3 Results 4 Discussion 5 Conclusion Acknowledgments References Experts Displayed Better Prediction for Unexpected Basketball Made Shots by Using Ball Clues Abstract 1 Introduction 2 Materials and Method 2.1 Ethical Approval 2.2 Participants 2.3 Materials 2.4 Procedures 2.5 Statistical Analyses 3 Results 4 Discussion 5 Conclusion References An Empirical Study on Organizational Socialization and Its Relationship with Employees’ Age and the Knowledge Management Abstract 1 Introduction 2 Materials and Procedure 2.1 Design and Sample 2.2 Age Moderates the Relation Between OS and KC 2.3 Hypothesis Testing and Demographics 3 Discussion 4 Conclusion Acknowledgment References Effect of Paired Stimuli on Joint Attention of Children with ASD Abstract 1 Introduction 2 Architecture 2.1 Combined Stimuli Module 2.2 Joint Attention Module 3 Materials and Methods 3.1 Subjects 3.2 Experimental Design 4 Results 5 Discussions 6 Conclusion References A Methodology for Integrating Project Based Learning Outcomes and Attributes via Questionnaire Abstract 1 Introduction 2 Approach for Project Based Learning 2.1 Problem Statement 2.2 Questionnaire Development and Validation 3 Results and Discussions 4 Conclusion References Mathematical Modeling and Optimization of Downdraft Gasifiers Using Artificial Neural Networks (ANN) and Stochastic Programming Techniques Abstract 1 Introduction 2 System Analysis 3 Synthesis of the Operation System 4 Conclusions Acknowledgements References Feature Based Comparative Analysis of Online Malware Scanners (OMS) Abstract 1 Introduction 2 Related Work 2.1 Types of Malware 2.2 Anti-malware 2.3 Malware Analysis 2.4 Malware Detection Techniques 3 Comparative Analysis 3.1 VirusTotal 3.2 MetaDefender Cloud 3.3 Avira Online Virus Scanner 3.4 Kaspersky Virus Desk 3.5 FortiGuard Online Scanner 4 Conclusion and Future Work Acknowledgments References Detection and Prevention of a Malicious Activity in Industrial Federated Cloud Computing Paradigm Abstract 1 Introduction 2 Problem Statement 3 Related Work 3.1 IDS/IPS in Cloud Framework Using Network Security 3.2 IDS/IPS in Cloud Framework Using Artificial Intelligence 3.2.1 Machine Learning (ML) Techniques 3.2.2 Data Mining Techniques 3.2.3 Clustering Technique 4 Proposed Solution 5 Conclusion 6 Future Work Acknowledgments References Cognitive Computing for Human-Machine Interaction: An IBM Watson Implementation Abstract 1 Introduction 2 Working of System 2.1 Software 2.2 Hardware 2.3 Networking 3 Discussion 4 Conclusion Acknowledgments References Measurements, Methods and Industrial Ergonomics Concept for an Employee-Specific Resource Planning in Manual Assembly Abstract 1 Introduction 2 Literature Review 2.1 Existing Approaches 2.2 Research Demand 3 Employee-Specific Resource Planning for Manual Assembly 4 Conclusion 5 Summary and Outlook Acknowledgments References Assessing Differences on Eye Fixations by Attention Levels in an Assembly Environment Abstract 1 Introduction 2 Methods 2.1 Participants 2.2 Equipment 2.3 Laptop Assembly Task 2.4 Experimental Design and Procedure 3 Results 3.1 The Number of Eye Fixations and Eye Fixation Lengths 4 Discussion and Limitations 5 Conclusion References Consequences of Emotional Work in Operational Environments of Service Production in Colombia Abstract 1 Introduction 2 Method 2.1 Procedure Performed 2.2 Inclusion Criteria for Research 2.3 Exclusion Criteria for Research 3 Results 4 Discussion 5 Conclusions References Multi-level Optimization of Reactive Power Compensation in Industrial Nets with Heuristic Modelling Techniques Abstract 1 Introduction 2 System Analysis 3 Synthesis of the Compensation System 4 Results 5 Conclusions Acknowledgements References A Methodology for Assessment of Thermal Comfort, Ergonomic and Human Factors Effect on Learning Performance in Classroom Environment Abstract 1 Introduction 2 Methodology 3 Results and Discussion 4 Conclusion References Organizational Socialization: An Important Factor for Knowledge Creation in Knowledge Based Industrial Organizations and Enterprises Abstract 1 Introduction 2 Materials and Procedure 2.1 Design and Sample 2.2 Organizational Socialization 2.3 Knowledge Creation 2.4 Demographics 2.5 Hypothesis Testing and Control Variables (One Way ANOVA) 3 Conclusion Acknowledgment References Author Index