Personality in speech : assessment and automatic classification /: assessment and automatic classification. ([2015])

• Record Type: Book
• Further Information: Note: Tim Polzehl.
• Authors: Polzehl, Tim
• Contents: Preface; Contents; Introduction; 1 Personality Assessment in Psychology; 1.1 Definitions of Personality; 1.2 Trait Theory of Personality; 1.2.1 Allport's Trait Organization; 1.2.2 Eysenck's P-E-N Theory of Super Factors; 1.2.3 Cattell's 16 Personality Source Traits; 1.2.4 Development of the ``Big 5'' Factor Inventories; 1.2.5 Costa and McCrae and the ``NEO-'' Inventories ; 1.2.6 The Development of the German NEO-FFI; 1.2.7 Super Short Forms of Five Factor Inventories; 1.2.8 Trait Theories Comparison and Criticism; 1.3 Summary; References; 2 Speech-Based Personality Assessment. 2.1 Contemporary Terminology in Speech Analysis2.1.1 Prosodic Information and their Temporal Expansion; 2.1.2 Extralinguistic and Paralinguistic Information; 2.2 Vocal Cues of Personality Perception; 2.2.1 Linking Perceptual Speech Properties and Personality; 2.2.2 Correlation between Perceptual Personality and Acoustic Measurements; 2.2.3 Work From Speech Synthesis; 2.2.4 Signal-Based Automated Personality Modeling; 2.2.5 Other Related Studies; 2.2.6 Own Prior Work; 2.3 Chapter Summary; References; 3 Database and Labeling; 3.1 Text-Dependent Data Recordings. 3.2 Text-Independent Data Recordings3.3 Multi-Speaker Data Recordings; 3.4 Annotating the Recordings with Personality Ratings; 3.5 Summary; References; 4 Analysis of Human Personality Perception; 4.1 Auditory Impressions and Personality Perception Hypotheses; 4.2 Distributions and Correlation Analysis of Rating Responses; 4.3 Factor Analyzing the NEO-FFI Item Responses; 4.4 Analyses of Variance; 4.5 Summary; References; 5 Automatic Personality Estimation; 5.1 Automatic Extraction of Personality Cues from Speech; 5.1.1 Intensity; 5.1.2 Pitch; 5.1.3 Spectrals; 5.1.4 Loudness; 5.1.5 MFCC. 5.1.6 Formants5.1.7 Other Descriptors; 5.2 Voice Activity Detection and Segmentation; 5.3 Feature Definition; 5.3.1 Intensity; 5.3.2 Pitch; 5.3.3 Spectrals; 5.3.4 Loudness; 5.3.5 MFCC; 5.3.6 Formants; 5.3.7 Other Features; 5.4 Feature Selection; 5.5 Normalization; 5.6 Modeling for Personality Classification and Trait Score Prediction using SVM; 5.6.1 Personality Classification Using SVM; 5.6.2 Trait Score Prediction Using SVM; 5.6.3 Non-Linear Mapping and Parameter Tuning; 5.7 Evaluation; 5.7.1 Evaluation Metrics; 5.7.2 Evaluation Method; 5.8 Results from Text-Dependent Data. 5.8.1 Results from Automatic Classification5.8.2 Results from Automatic Trait Score Prediction; 5.9 Results from Text-Independent Data; 5.9.1 Results from Automatic Classification; 5.9.2 Results from Automatic Trait Score Prediction; 5.10 Results from Multi-Speaker Data; 5.10.1 Results from Automatic Trait Score Prediction; References; 6 Discussion of the Results; 6.1 Results from Classification of Personality Targets; 6.2 Prediction of Individual Traits Scores from Speech; 6.2.1 Prediction of Openness; 6.2.2 Prediction of Conscientiousness; 6.2.3 Prediction of Extroversion.
• Publisher Details: Cham : Springer International Publishing
• Publication Date: 2015
• Copyright Date: 2015
• Extent: 1 online resource (187 pages), illustrations (some color)
• Subjects: 155.2/80285635; Engineering; Personality -- Data processing; Speech; Psychological tests; Speech processing systems; Automatic speech recognition; Automatic classification; COMPUTERS -- General; Automatic classification; Automatic speech recognition; Psychological tests; Speech; Speech processing systems; Engineering; Signal, Image and Speech Processing; Personality and Social Psychology; User Interfaces and Human Computer Interaction; Computational Linguistics; Psychology -- Personality; Computers -- User Interfaces; Language Arts & Disciplines -- Linguistics -- General; The self, ego, identity, personality; User interface design & usability; Computational linguistics; Consciousness; Computer science; Computational linguistics; Technology & Engineering -- Electronics -- General; Imaging systems & technology; Electronic books
• Languages: English
• ISBNs: 9783319095158; 3319095153; 9783319095165; 3319095161
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (ebrary, viewed September 8, 2014).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.