Signal Processing and Machine Learning for Brain-machine Interfaces - Rilegato

Libro 22 di 32: Control, Robotics and Sensors
 
9781785613982: Signal Processing and Machine Learning for Brain-machine Interfaces
Rilegato
ISBN 10: 1785613987 ISBN 13: 9781785613982
Casa editrice: Inst of Engineering & Technology, 2018

Sinossi

Brain-machine interfacing or brain-computer interfacing (BMI/BCI) is an emerging and challenging technology used in engineering and neuroscience. The ultimate goal is to provide a pathway from the brain to the external world via mapping, assisting, augmenting or repairing human cognitive or sensory-motor functions.

In this book an international panel of experts introduce signal processing and machine learning techniques for BMI/BCI and outline their practical and future applications in neuroscience, medicine, and rehabilitation, with a focus on EEG-based BMI/BCI methods and technologies. Topics covered include discriminative learning of connectivity pattern of EEG; feature extraction from EEG recordings; EEG signal processing; transfer learning algorithms in BCI; convolutional neural networks for event-related potential detection; spatial filtering techniques for improving individual template-based SSVEP detection; feature extraction and classification algorithms for image RSVP based BCI; decoding music perception and imagination using deep learning techniques; neurofeedback games using EEG-based Brain-Computer Interface Technology; affective computing system and more.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Editore
Inst of Engineering & Technology
Data di pubblicazione
2018
Lingua
Inglese
ISBN 10 
1785613987
ISBN 13 
9781785613982
Rilegatura
Copertina rigida
Numero di pagine
340
Redattore
Tanaka Toshihisa, Arvaneh Mahnaz
Contatto del produttore
non disponibile
Persona responsabile
non disponibile