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cunningham douglas w.; wallraven christian - experimental design

Experimental Design From User Studies to Psychophysics

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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 10/2019
Edizione: 1° edizione





Note Editore

As computers proliferate and as the field of computer graphics matures, it has become increasingly important for computer scientists to understand how users perceive and interpret computer graphics. Experimental Design: From User Studies to Psychophysics is an accessible introduction to psychological experiments and experimental design, covering the major components in the design, execution, and analysis of perceptual studies. The book begins with an introduction to the concepts central to designing and understanding experiments, including developing a research question, setting conditions and controls, and balancing specificity with generality. The book then explores in detail a number of types of experimental tasks: free description, rating scales, forced-choice, specialized multiple choice, and real-world tasks as well as physiological studies. It discusses the advantages and disadvantages of each type and provides examples of that type of experiment from the authors’ own work. The book also covers stimulus-related issues, including popular stimulus resources. It concludes with a thorough examination of statistical techniques for analyzing results, including methods specific to individual tasks.




Sommario

INTRODUCTIONWhat Is an Experiment? The Research Question The Relationship between Hypothesis and Task The Experiment How to Use This Book Designing an Experiment Specificity versus GeneralityThe Elements of an Experiment RESPONSE MEASURESThe Task Task Taxonomy Which Method Should I Use to Answer My Question? Naive ParticipantsEthics Review General GuidelinesSummary Free DescriptionOverview of Free-Description TasksTask DescriptionSpecific VariantsConclusions Rating Scales Overview of Rating TasksTask DescriptionSpecific VariantsConclusions Forced Choice Overview of Forced-Choice TasksTask DescriptionSpecific VariantsConclusions Specialized Multiple Choice Overview of Specialized Multiple-Choice TasksTask DescriptionSpecific VariantsConclusions Real-World Tasks Overview of Real-World TasksTask DescriptionSpecific VariantsConclusions Physiology Psychophysiological MeasurementsEye Tracking Electroencephalography (EEG) Functional Magnetic Resonance Imaging (fMRI) STIMULIChoosing Stimuli Control Stimulus Databases Presenting Stimuli: The Psychtoolbox History Contents Getting Started Example 1: A Simple Experiment Example 2: A More Involved Experiment DATA ANALYSISStatistical Issues VariablesDistributionsDescriptive versus Inferential Statistics Descriptive StatisticsInferential StatisticsHypothesis TestingCommon Statistical Tests Free Description, Questionnaires, and Rating Scales Analysis of Free-Description DataRater Agreement and Rater ReliabilityAnalysis of Semantic Differentials, Similarity Ratings, and Multiple Scales Force and Multiple Choice Signal Detection Theory Receiver Operator Characteristic Measuring Sensitivity Using d’ Psychometric Functions Bibliography




Autore

Cunningham, Douglas W.; Wallraven, Christian










Altre Informazioni

ISBN:

9780367382155

Condizione: Nuovo
Dimensioni: 9 x 6 in Ø 1.65 lb
Formato: Brossura
Pagine Arabe: 407


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