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


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Цена: 22065.00р.
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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.




EEG Signal Analysis and Classification

Автор: Siuly Siuly; Yan Li; Yanchun Zhang
Название: EEG Signal Analysis and Classification
ISBN: 3319476521 ISBN-13(EAN): 9783319476520
Издательство: Springer
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Цена: 19564.00 р.
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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.

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: 22065.00 р.
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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: 15154.00 р.
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.

EEG Signal Processing and Feature Extraction

Автор: Li Hu; Zhiguo Zhang
Название: EEG Signal Processing and Feature Extraction
ISBN: 9811391122 ISBN-13(EAN): 9789811391125
Издательство: Springer
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Цена: 20962.00 р.
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Описание: This book presents the conceptual and mathematical basis and the implementation of both electroencephalogram (EEG) and EEG signal processing in a comprehensive, simple, and easy-to-understand manner. EEG records the electrical activity generated by the firing of neurons within human brain at the scalp. They are widely used in clinical neuroscience, psychology, and neural engineering, and a series of EEG signal-processing techniques have been developed. Intended for cognitive neuroscientists, psychologists and other interested readers, the book discusses a range of current mainstream EEG signal-processing and feature-extraction techniques in depth, and includes chapters on the principles and implementation strategies.

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: 13974.00 р.
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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.

Analysis and Classification of EEG Signals for Brain–Computer Interfaces

Автор: Szczepan Paszkiel
Название: Analysis and Classification of EEG Signals for Brain–Computer Interfaces
ISBN: 3030305805 ISBN-13(EAN): 9783030305802
Издательство: Springer
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Цена: 13974.00 р.
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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.

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: 16838.00 р.
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.

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: 9186.00 р.
Наличие на складе: Поставка под заказ.

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: 26030.00 р.
Наличие на складе: Поставка под заказ.

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: 19875.00 р.
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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
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: 23508.00 р.
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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.

Biological Signals Classification and Analysis

Автор: Kamran Kiasaleh
Название: Biological Signals Classification and Analysis
ISBN: 3662512033 ISBN-13(EAN): 9783662512036
Издательство: Springer
Рейтинг:
Цена: 19589.00 р.
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.


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