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Brain Seizure Detection and Classification Using EEG Signals, Harpale Varsha K., Bairagi Vinayak


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Автор: Harpale Varsha K., Bairagi Vinayak
Название:  Brain Seizure Detection and Classification Using EEG Signals
ISBN: 9780323911207
Издательство: Elsevier Science
Классификация:
ISBN-10: 032391120X
Обложка/Формат: Paperback
Страницы: 176
Вес: 0.25 кг.
Дата издания: 17.09.2021
Язык: English
Размер: 22.86 x 15.24 x 0.97 cm
Ссылка на Издательство: Link
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Поставляется из: Европейский союз
Описание:

Brain Seizure Detection and Classification Using Electroencephalographic Signals presents EEG signal processing and analysis with high performance feature extraction. The book covers the feature selection method based on One-way ANOVA, along with high performance machine learning classifiers for the classification of EEG signals in normal and epileptic EEG signals. In addition, the authors also present new methods of feature extraction, including Singular Spectrum-Empirical Wavelet Transform (SSEWT) for improved classification of seizures in significant seizure-types, specifically epileptic and Non-Epileptic Seizures (NES). The performance of the system is compared with existing methods of feature extraction using Wavelet Transform (WT) and Empirical Wavelet Transform (EWT).

The books objective is to analyze the EEG signals to observe abnormalities of brain activities called epileptic seizure. Seizure is a neurological disorder in which too many neurons are excited at the same time and are triggered by brain injury or by chemical imbalance.


Дополнительное описание: Presents EEG signal processing and analysis concepts with high performance feature extraction Discusses recent trends in seizure detection, prediction and classification methodologies Helps classify epileptic and non-epileptic seizures where misdiagnosis


Eeg Signal Analysis and Classification: Techniques and Applications

Автор: Siuly Siuly, Li Yan, Zhang Yanchun
Название: Eeg Signal Analysis and Classification: Techniques and Applications
ISBN: 3319837915 ISBN-13(EAN): 9783319837918
Издательство: Springer
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Цена: 112250.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book presents advanced methodologies in two areas related to electroencephalogram (EEG) signals: detection of epileptic seizures and identification of mental states in brain computer interface (BCI) systems.

Analysis and Classification of Eeg Signals for Brain-Computer Interfaces

Автор: Paszkiel Szczepan
Название: Analysis and Classification of Eeg Signals for Brain-Computer Interfaces
ISBN: 303030583X ISBN-13(EAN): 9783030305833
Издательство: Springer
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Цена: 93160.00 T
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Описание: This book addresses the problem of EEG signal analysis and the need to classify it for practical use in many sample implementations of brain-computer interfaces.

Brain source localization using eeg signal analysis

Автор: Jatoi, Munsif Ali Kamel, Nidal
Название: Brain source localization using eeg signal analysis
ISBN: 0367884976 ISBN-13(EAN): 9780367884970
Издательство: Taylor&Francis
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Цена: 61240.00 T
Наличие на складе: Нет в наличии.
Описание: The proposed book studies various aspects and applications of EEG (Electroencephalography) source localization techniques related to engineering and clinical applicatons for various brain disorder studies.

Brain Source Localization Using Eeg

Автор: Jatoi
Название: Brain Source Localization Using Eeg
ISBN: 1498799345 ISBN-13(EAN): 9781498799348
Издательство: Taylor&Francis
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Цена: 173530.00 T
Наличие на складе: Нет в наличии.
Описание: The proposed book studies various aspects and applications of EEG (Electroencephalography) source localization techniques related to engineering and clinical applicatons for various brain disorder studies.

EEG-Based Brain-Computer Interfaces

Автор: Bansal, Dipali
Название: EEG-Based Brain-Computer Interfaces
ISBN: 0128146877 ISBN-13(EAN): 9780128146873
Издательство: Elsevier Science
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Цена: 132500.00 T
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Описание:

EEG-Based Brain-Computer Interface: Cognitive Analysis and Control Applications provides a technical approach to using brain signals for control applications, along with the EEG-related advances in BCI. The research and techniques in this book discuss time and frequency domain analysis on deliberate eye-blinking data as the basis for EEG-triggering control applications. In addition, the book provides experimental scenarios and features algorithms for acquiring real-time EEG signals using commercially available units that interface with MATLAB software for acquisition and control.

  • Details techniques for multiple types of analysis (including ERP, scalp map, sub-band power and independent component) to acquire data from deliberate eye-blinking
  • Demonstrates how to use EEGs to develop more intuitive BCIs in real-time scenarios
  • Includes algorithms and scenarios that interface with MATLAB software for interactive use

Computational EEG Analysis

Автор: Im
Название: Computational EEG Analysis
ISBN: 9811309078 ISBN-13(EAN): 9789811309076
Издательство: Springer
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Цена: 167700.00 T
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Описание: This book introduces and reviews all of the currently available methods being used for computational electroencephalogram (EEG) analysis, from the fundamentals through to the state-of-the-art. The aim of the book is to help biomedical engineers and medical doctors who use EEG to better understand the methods and applications of computational EEG analysis from a single, well-organized resource. Following a brief introduction to the principles of EEG and acquisition techniques, the book is divided into two main sections. The first of these covers analysis methods, beginning with preprocessing, and then describing EEG spectral analysis, event-related potential analysis, source imaging and multimodal neuroimaging, and functional connectivity analysis. The following section covers application of EEG analysis to specific fields, including the diagnosis of psychiatric diseases and neurological disorders, brain-computer interfacing, and social neuroscience. Aimed at practicing medical specialists, engineers, researchers and advanced students, the book features contributions from world-renowned biomedical engineers working across a broad spectrum of computational EEG analysis techniques and EEG applications.

Biological Signals Classification and Analysis

Автор: Kamran Kiasaleh
Название: Biological Signals Classification and Analysis
ISBN: 3642548784 ISBN-13(EAN): 9783642548789
Издательство: Springer
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Цена: 156720.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Unlike wireless communication systems, biological entities produce signals with underlying nonlinear, chaotic nature that elude classification using the standard signal processing techniques, which have been developed over the past several decades for dealing primarily with standard communication systems.

Biosignal Processing and Classification Using Computational Learning and Intelligence: Principles, Algorithms, and Applications

Автор: Torres Garcia Alejandro Antonio, Reyes Garcia Carlos Alberto, Villasenor-Pineda Luis
Название: Biosignal Processing and Classification Using Computational Learning and Intelligence: Principles, Algorithms, and Applications
ISBN: 0128201258 ISBN-13(EAN): 9780128201251
Издательство: Elsevier Science
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Цена: 149340.00 T
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Описание: Biosignal Processing and Classification Using Computational Learning and Intelligence: Principles, Algorithms and Applications posits an approach for biosignal processing and classification using computational learning and intelligence, highlighting that the term biosignal refers to all kinds of signals that can be continuously measured and monitored in living beings. The book is composed of five relevant parts. Part One is an introduction to biosignals and Part Two describes the relevant techniques for biosignal processing, feature extraction and feature selection/dimensionality reduction. Part Three presents the fundamentals of computational learning (machine learning). Then, the main techniques of computational intelligence are described in Part Four. The authors focus primarily on the explanation of the most used methods in the last part of this book, which is the most extensive portion of the book. This part consists of a recapitulation of the newest applications and reviews in which these techniques have been successfully applied to the biosignals' domain, including EEG-based Brain-Computer Interfaces (BCI) focused on P300 and Imagined Speech, emotion recognition from voice and video, leukemia recognition, infant cry recognition, EEGbased ADHD identification among others.

Matching Pursuit and Unification in EEG Analysis

Автор: Piotr Durka
Название: Matching Pursuit and Unification in EEG Analysis
ISBN: 1580533043 ISBN-13(EAN): 9781580533041
Издательство: Artech House
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Цена: 101030.00 T
Наличие на складе: Нет в наличии.
Описание: Although visual analysis of EEGs has been the state of the art in electroencephalography for 70 years, advanced signal processing methods offer a superior alternative in numerous biomedical clinical and research applications. This first-of-its-kind guide bridges the gap from visual analysis to signal processing techniques, providing engineers, researchers, and clinicians with an innovative, clear methodology for biomedical signal.

Low Power Active Electrode ICs for Wearable EEG Acquisition

Автор: Jiawei Xu; Refet Firat Yazicioglu; Chris Van Hoof;
Название: Low Power Active Electrode ICs for Wearable EEG Acquisition
ISBN: 3319892843 ISBN-13(EAN): 9783319892849
Издательство: Springer
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Цена: 81050.00 T
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Описание: This book presents fundamental requirements, electrical specification, and parameter tradeoffs of wearable EEG acquisition circuits, especially those compatible with dry electrodes for user-friendly recordings.  The authors introduce active electrode, the most promising solution for dry electrodes-based EEG measurement. This architectural concept has been combined with various, innovative circuit design techniques to illustrate structured IC design methodologies for high performance EEG recording. This book also gives examples on the design, implementation and evaluation of three generations of active electrode ICs.

EEG/ERP Analysis

Название: EEG/ERP Analysis
ISBN: 1138077089 ISBN-13(EAN): 9781138077089
Издательство: Taylor&Francis
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Цена: 59190.00 T
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Описание: Changes in the neurological functions of the human brain are often a precursor to numerous degenerative diseases. Advanced EEG systems and other monitoring systems used in preventive diagnostic procedures incorporate innovative features for brain monitoring functions such as real-time automated signal processing techniques and sophisticated amplifiers. Highlighting the US, Europe, Australia, New Zealand, Japan, Korea, China, and many other areas, EEG/ERP Analysis: Methods and Applications examines how researchers from various disciplines have started to work in the field of brain science, and explains the different techniques used for processing EEG/ERP data. Engineers can learn more about the clinical applications, while clinicians and biomedical scientists can familiarize themselves with the technical aspects and theoretical approaches. This book explores the recent advances involved in EEG/ERP analysis for brain monitoring, details successful EEG and ERP applications, and presents the neurological aspects in a simplified way so that those with an engineering background can better design clinical instruments. It consists of 13 chapters and includes the advanced techniques used for signal enhancement, source localization, data fusion, classification, and quantitative EEG. In addition, some of the chapters are contributed by neurologists and neurosurgeons providing the clinical aspects of EEG/ERP analysis. Covers a wide range of EEG/ERP applications with state-of-the-art techniques for denoising, analysis, and classification Examines new applications related to 3D display devices Includes MATLAB® codes EEG/ERP Analysis: Methods and Applications is a resource for biomedical and neuroscience scientists who are working on neural signal processing and interpretation, and biomedical engineers who are working on EEG/ERP signal analysis methods and developing clinical instrumentation. It can also assist neurosurgeons, psychiatrists, and postgraduate students doing research in neural engineering, as well as electronic engineers in neural signal processing and instrumentation.

Computational Eeg Analysis: Methods and Applications

Автор: Im Chang-Hwan
Название: Computational Eeg Analysis: Methods and Applications
ISBN: 9811345295 ISBN-13(EAN): 9789811345296
Издательство: Springer
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Цена: 83850.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:

Part I. Introduction

Chapter 1. Basics of EEG: Generation, Acquisition and Applications of EEG - Chang-Hwan Im

1.1. Generation of EEG

1.2. Acquisition of EEG

1.3. Computational EEG Analysis

1.4. Applications of EEG

Part II. Methods

Chapter 2. Preprocessing of EEG - Sung-Phil Kim

2.1. Introduction

2.2. Early-Stage Preprocessing

2.3. Artifact Removal

2.4. Discussion

Chapter 3. EEG Spectral Analysis - Do-Won Kim and Chang-Hwan Im

3.1. Introduction

3.2. Methodological Background

3.3. Practical Remarks on EEG Spectral Analysis

Chapter 4. The Analysis of Event-Related Potentials - Marco Congedo

4.1. Introduction

4.2. General Considerations in ERP Analysis

4.3. Time Domain Analysis;

4.4. Time-Frequency Domain Analysis

4.5. Spatial Domain Analysis

4.6. Inferential Statistics

4.7. Single-Sweep Classification

Chapter 5. EEG Source Imaging and Multimodal Neuroimaging - Yingchun Zhang

5.1. From the Brain to the Scalp - the Forward Problem

5.2. From the Scalp to the Brain - the Inverse Problem

5.3. Multimodal Integration

5.4. Conclusion

Chapter 6. Methods for Functional Connectivity Analysis - Jeong-Woo Choi and Kyung-Hwan Kim

6.1. Introduction

6.2. Procedure for the FCA

6.3. FC Metrics

6.4. Volume Conduction Problem

6.5. EEG FC Analysis on Source Space

6.6. Determination of Significance

6.7. Conclusions

Part III. Applications

Chapter 7. Computational EEG Analysis for the Diagnosis of Psychiatric Illnesses - Seung-Hwan Lee and Yeonsoo Park

7.1. Introduction

7.2. Promising EEG Biomarker Candidates

7.3. Psychiatric Disorders and EEG Biomarkers

7.4. Diagnosis for Cognitive impairment: Dementia and Minimal Cognitive Impairment

7.5. Conclusion

Chapter 8. Analysis of EEG in Medically Intractable Epilepsy - Ki-Young Jung

8.1. Overview of Epilepsy and Epilepsy Surgery

8.2. EEG Source Imaging

8.3. High Frequency Oscillation (HFOs)

Chapter 9. Computational EEG Analysis for Brain-Computer Interfaces - Garett D. Johnson and Dean J. Krusienski

9.1 Brain-Computer Interfaces

9.2. Active Paradigms

9.3. Reactive Paradigms

9.4. Other Considerations

Chapter 10. EEG Analysis for Hyperscanning and Social Neuroscience - Dan Zhang

10.1. Introduction

10.2. Hyperlink for social perception

10.3. Hyperlink for social interaction

10.4. Future perspectives



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