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Introduction to EEG- and speech-based emotion recognition / / Priyanka A. Abhang, Bharti Gawali, Suresh Mehrotra
| Introduction to EEG- and speech-based emotion recognition / / Priyanka A. Abhang, Bharti Gawali, Suresh Mehrotra |
| Autore | Abhang Priyanka A. |
| Pubbl/distr/stampa | Amsterdam, [Netherlands] : , : Academic Press, , 2016 |
| Descrizione fisica | 1 online resource (200 p.) |
| Disciplina | 004.019 |
| Soggetto topico |
Human-computer interaction
Electroencephalography Artificial intelligence Pattern Recognition, Automated Artificial Intelligence |
| ISBN | 0-12-804531-0 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Front Cover; INTRODUCTION TO EEG- AND SPEECH-BASED EMOTION RECOGNITION; INTRODUCTION TO EEG- AND SPEECH-BASED EMOTION RECOGNITION; Copyright; Contents; Preface; Acknowledgments; 1 - Introduction to Emotion, Electroencephalography, and Speech Processing; 1.1 INTRODUCTION; 1.2 BRAIN PHYSIOLOGY; 1.2.1 Major Brain Areas; The Brain Stem; The Midbrain; The Limbic System; The Cerebral Cortex; The Basal Ganglia; The Cerebellum; The Cerebrum; 1.3 LOBES OF THE BRAIN AND THEIR FUNCTIONS; 1.3.1 The Frontal Lobe; 1.3.2 The Parietal Lobe; 1.3.3 The Temporal Lobe; 1.3.4 The Occipital Lobe
1.4 ELECTROENCEPHALOGRAPHY1.5 HUMAN AUDITORY SYSTEM; 1.5.1 Speech Production Mechanism; 1.6 SPEECH PROCESSING; 1.6.1 Speech Emotion Recognition; 1.7 ORGANIZATION OF THE BOOK; 1.8 CONCLUSION; References; 2 - Technological Basics of EEG Recording and Operation of Apparatus; 2.1 INTRODUCTION TO ELECTROENCEPHALOGRAPHY; 2.1.1 Brain Waves; 2.1.2 Applications of EEG; 2.2 MODERN EEG EQUIPMENT; 2.2.1 Wired EEG Systems; 2.2.1.1 Merits; 2.2.1.2 Demerits; 2.2.2 Wireless EEG Systems; 2.2.2.1 Merits; 2.2.2.2 Demerits; 2.2.3 Evoked Potentials; 2.3 THE EEG 10/20 ELECTRODES PLACEMENT SYSTEM 2.4 EEG ACQUISITION TOOL2.4.1 EEG Acquire Software; 2.4.2 EEG Analysis Software; 2.5 ARTIFACTS; 2.5.1 Eye Blinks; 2.5.2 Eye Movement; 2.5.3 Muscular Artifacts; 2.5.4 Electrode Artifacts; 2.6 SPEECH ACQUISITION AND PROCESSING; 2.6.1 Applications of Speech Recognition22; 2.6.2 Acquisition Setup; 2.7 COMPUTERIZED SPEECH LABORATORY; 2.7.1 Key Features of CSL; 2.7.2 Facilities Available in CSL; 2.7.2.1 Record and Speak Facilities; 2.7.2.2 Analytical Tools; 2.7.2.3 Other Special Features; 2.8 CONCLUSION; References; 3 - Technical Aspects of Brain Rhythms and Speech Parameters 3.1 INTRODUCTION TO BRAIN-WAVE FREQUENCIES3.1.1 Gamma Waves; 3.1.2 Beta Waves; 3.1.3 Alpha Waves; 3.1.4 Theta Waves; 3.1.5 Delta Waves; 3.2 SPEECH PROSODIC FEATURES; 3.2.1 Acoustic Features for Emotions; 3.2.1.1 Prosody-Related Signal Measures; 3.2.1.1.1 ENERGY; 3.2.1.1.2 PITCH; 3.2.1.1.3 FORMANT; 3.2.1.1.4 INTENSITY; 3.2.1.1.5 LOUDNESS; 3.2.1.1.6 DURATION; 3.2.1.1.7 SAMPLING RATE; 3.2.1.2 Spectral Characteristics Measures; 3.2.1.2.1 MEL-FREQUENCY CEPSTRAL COEFFICIENTS; 3.2.1.2.2 MEL FILTER BANK ENERGY BASED SLOPE FEATURES; 3.2.1.3 Voice Quality-related Measures; 3.2.1.3.1 JITTER 3.2.1.3.2 SHIMMER3.2.1.3.3 HARMONIC TO NOISE RATIO; 3.3 SIGNAL PROCESSING ALGORITHMS; 3.3.1 Preprocessing Algorithms; 3.3.1.1 Common Spatial Patterns (CSP); 3.3.1.2 Independent Component Analysis; 3.3.2 Feature Extraction; 3.3.2.1 Principal Components Analysis; 3.3.2.2 Mel Frequency Cepstral Coefficients for Speech Feature Extraction; 3.3.3 Feature Classification; 3.3.3.1 Linear Discriminative Analysis; 3.3.3.2 Support Vector Machine; 3.3.3.2.1 LINEAR CLASSIFICATION; 3.3.3.2.2 NON-LINEAR CLASSIFICATION; 3.4 CONCLUSION; References; 4 - Time and Frequency Analysis; 4.1 INTRODUCTION 4.2 FOURIER TRANSFORMATION |
| Record Nr. | UNINA-9910798260003321 |
Abhang Priyanka A.
|
||
| Amsterdam, [Netherlands] : , : Academic Press, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Introduction to EEG- and speech-based emotion recognition / / Priyanka A. Abhang, Bharti Gawali, Suresh Mehrotra
| Introduction to EEG- and speech-based emotion recognition / / Priyanka A. Abhang, Bharti Gawali, Suresh Mehrotra |
| Autore | Abhang Priyanka A. |
| Pubbl/distr/stampa | Amsterdam, [Netherlands] : , : Academic Press, , 2016 |
| Descrizione fisica | 1 online resource (200 p.) |
| Disciplina | 004.019 |
| Soggetto topico |
Human-computer interaction
Electroencephalography Artificial intelligence Pattern Recognition, Automated Artificial Intelligence |
| ISBN | 0-12-804531-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Front Cover; INTRODUCTION TO EEG- AND SPEECH-BASED EMOTION RECOGNITION; INTRODUCTION TO EEG- AND SPEECH-BASED EMOTION RECOGNITION; Copyright; Contents; Preface; Acknowledgments; 1 - Introduction to Emotion, Electroencephalography, and Speech Processing; 1.1 INTRODUCTION; 1.2 BRAIN PHYSIOLOGY; 1.2.1 Major Brain Areas; The Brain Stem; The Midbrain; The Limbic System; The Cerebral Cortex; The Basal Ganglia; The Cerebellum; The Cerebrum; 1.3 LOBES OF THE BRAIN AND THEIR FUNCTIONS; 1.3.1 The Frontal Lobe; 1.3.2 The Parietal Lobe; 1.3.3 The Temporal Lobe; 1.3.4 The Occipital Lobe
1.4 ELECTROENCEPHALOGRAPHY1.5 HUMAN AUDITORY SYSTEM; 1.5.1 Speech Production Mechanism; 1.6 SPEECH PROCESSING; 1.6.1 Speech Emotion Recognition; 1.7 ORGANIZATION OF THE BOOK; 1.8 CONCLUSION; References; 2 - Technological Basics of EEG Recording and Operation of Apparatus; 2.1 INTRODUCTION TO ELECTROENCEPHALOGRAPHY; 2.1.1 Brain Waves; 2.1.2 Applications of EEG; 2.2 MODERN EEG EQUIPMENT; 2.2.1 Wired EEG Systems; 2.2.1.1 Merits; 2.2.1.2 Demerits; 2.2.2 Wireless EEG Systems; 2.2.2.1 Merits; 2.2.2.2 Demerits; 2.2.3 Evoked Potentials; 2.3 THE EEG 10/20 ELECTRODES PLACEMENT SYSTEM 2.4 EEG ACQUISITION TOOL2.4.1 EEG Acquire Software; 2.4.2 EEG Analysis Software; 2.5 ARTIFACTS; 2.5.1 Eye Blinks; 2.5.2 Eye Movement; 2.5.3 Muscular Artifacts; 2.5.4 Electrode Artifacts; 2.6 SPEECH ACQUISITION AND PROCESSING; 2.6.1 Applications of Speech Recognition22; 2.6.2 Acquisition Setup; 2.7 COMPUTERIZED SPEECH LABORATORY; 2.7.1 Key Features of CSL; 2.7.2 Facilities Available in CSL; 2.7.2.1 Record and Speak Facilities; 2.7.2.2 Analytical Tools; 2.7.2.3 Other Special Features; 2.8 CONCLUSION; References; 3 - Technical Aspects of Brain Rhythms and Speech Parameters 3.1 INTRODUCTION TO BRAIN-WAVE FREQUENCIES3.1.1 Gamma Waves; 3.1.2 Beta Waves; 3.1.3 Alpha Waves; 3.1.4 Theta Waves; 3.1.5 Delta Waves; 3.2 SPEECH PROSODIC FEATURES; 3.2.1 Acoustic Features for Emotions; 3.2.1.1 Prosody-Related Signal Measures; 3.2.1.1.1 ENERGY; 3.2.1.1.2 PITCH; 3.2.1.1.3 FORMANT; 3.2.1.1.4 INTENSITY; 3.2.1.1.5 LOUDNESS; 3.2.1.1.6 DURATION; 3.2.1.1.7 SAMPLING RATE; 3.2.1.2 Spectral Characteristics Measures; 3.2.1.2.1 MEL-FREQUENCY CEPSTRAL COEFFICIENTS; 3.2.1.2.2 MEL FILTER BANK ENERGY BASED SLOPE FEATURES; 3.2.1.3 Voice Quality-related Measures; 3.2.1.3.1 JITTER 3.2.1.3.2 SHIMMER3.2.1.3.3 HARMONIC TO NOISE RATIO; 3.3 SIGNAL PROCESSING ALGORITHMS; 3.3.1 Preprocessing Algorithms; 3.3.1.1 Common Spatial Patterns (CSP); 3.3.1.2 Independent Component Analysis; 3.3.2 Feature Extraction; 3.3.2.1 Principal Components Analysis; 3.3.2.2 Mel Frequency Cepstral Coefficients for Speech Feature Extraction; 3.3.3 Feature Classification; 3.3.3.1 Linear Discriminative Analysis; 3.3.3.2 Support Vector Machine; 3.3.3.2.1 LINEAR CLASSIFICATION; 3.3.3.2.2 NON-LINEAR CLASSIFICATION; 3.4 CONCLUSION; References; 4 - Time and Frequency Analysis; 4.1 INTRODUCTION 4.2 FOURIER TRANSFORMATION |
| Record Nr. | UNINA-9910826297003321 |
|
Abhang Priyanka A.
|
||
| Amsterdam, [Netherlands] : , : Academic Press, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Recent trends in image processing and pattern recognition . Part II : Third International Conference, RTIP2R 2020, Aurangabad, India, January 3-4, 2020, revised selected papers / / edited by K. C. Santosh, Bharti Gawali
| Recent trends in image processing and pattern recognition . Part II : Third International Conference, RTIP2R 2020, Aurangabad, India, January 3-4, 2020, revised selected papers / / edited by K. C. Santosh, Bharti Gawali |
| Pubbl/distr/stampa | Singapore : , : Springer, , [2021] |
| Descrizione fisica | 1 online resource (xix, 375 pages) : illustrations |
| Disciplina | 621.367 |
| Collana | Communications in Computer and Information Science |
| Soggetto topico |
Optical data processing
Machine learning |
| ISBN | 981-16-0493-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNISA-996464409703316 |
| Singapore : , : Springer, , [2021] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
| ||
Recent Trends in Image Processing and Pattern Recognition [[electronic resource] ] : Third International Conference, RTIP2R 2020, Aurangabad, India, January 3–4, 2020, Revised Selected Papers, Part I / / edited by K. C. Santosh, Bharti Gawali
| Recent Trends in Image Processing and Pattern Recognition [[electronic resource] ] : Third International Conference, RTIP2R 2020, Aurangabad, India, January 3–4, 2020, Revised Selected Papers, Part I / / edited by K. C. Santosh, Bharti Gawali |
| Edizione | [1st ed. 2021.] |
| Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2021 |
| Descrizione fisica | 1 online resource (XX, 555 p. 358 illus., 212 illus. in color.) |
| Disciplina | 006 |
| Collana | Communications in Computer and Information Science |
| Soggetto topico |
Image processing—Digital techniques
Computer vision Computer networks Artificial intelligence Application software Computers Computer Imaging, Vision, Pattern Recognition and Graphics Computer Communication Networks Artificial Intelligence Computer and Information Systems Applications Computing Milieux |
| ISBN | 981-16-0507-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Computer vision and applications -- Data science and machine learning -- Document understanding and Recognition. . |
| Record Nr. | UNISA-996464415403316 |
| Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2021 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
| ||
Recent Trends in Image Processing and Pattern Recognition : Third International Conference, RTIP2R 2020, Aurangabad, India, January 3–4, 2020, Revised Selected Papers, Part I / / edited by K. C. Santosh, Bharti Gawali
| Recent Trends in Image Processing and Pattern Recognition : Third International Conference, RTIP2R 2020, Aurangabad, India, January 3–4, 2020, Revised Selected Papers, Part I / / edited by K. C. Santosh, Bharti Gawali |
| Edizione | [1st ed. 2021.] |
| Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2021 |
| Descrizione fisica | 1 online resource (XX, 555 p. 358 illus., 212 illus. in color.) |
| Disciplina | 006 |
| Collana | Communications in Computer and Information Science |
| Soggetto topico |
Image processing - Digital techniques
Computer vision Computer networks Artificial intelligence Application software Computers Computer Imaging, Vision, Pattern Recognition and Graphics Computer Communication Networks Artificial Intelligence Computer and Information Systems Applications Computing Milieux |
| ISBN | 981-16-0507-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Computer vision and applications -- Data science and machine learning -- Document understanding and Recognition. . |
| Record Nr. | UNINA-9910484065403321 |
| Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2021 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Recent Trends in Image Processing and Pattern Recognition : Third International Conference, RTIP2R 2020, Aurangabad, India, January 3–4, 2020, Revised Selected Papers, Part II / / edited by K. C. Santosh, Bharti Gawali
| Recent Trends in Image Processing and Pattern Recognition : Third International Conference, RTIP2R 2020, Aurangabad, India, January 3–4, 2020, Revised Selected Papers, Part II / / edited by K. C. Santosh, Bharti Gawali |
| Edizione | [1st ed. 2021.] |
| Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2021 |
| Descrizione fisica | 1 online resource (xix, 375 pages) : illustrations |
| Disciplina | 621.367 |
| Collana | Communications in Computer and Information Science |
| Soggetto topico |
Image processing - Digital techniques
Computer vision Computer engineering Computer networks Machine learning Computer Imaging, Vision, Pattern Recognition and Graphics Computer Engineering and Networks Machine Learning |
| ISBN | 981-16-0493-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Healthcare informatics and medical imaging -- Image analysis and recognition -- Signal processing and pattern recognition -- Image and signal processing in Agriculture. . |
| Record Nr. | UNINA-9910484267103321 |
| Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2021 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||