Brain-computer interfaces : current trends and applications /: current trends and applications. ([2015])

• Record Type: Book
• Further Information: Note: Aboul Ella Hassanien, Ahmad Taher Azar, editors.
• Editors: Hassanien, Aboul Ella; Azar, Ahmad Taher
• Contents: Foreword; Preface; Contents; Part I General Views on Brain-ComputerInterfacing; 1 Brain Computer Interface: A Review; Abstract; 1.1 Introduction; 1.2 Neuroimaging-Based Approaches in the BCI; 1.2.1 The Neuroimaging Modalities; 1.2.1.1 Electroencephalography; 1.2.1.2 Electrocorticography; 1.2.1.3 Magnetoencephalography; 1.2.1.4 Intracortical Neuron Recording; 1.2.1.5 Functional Magnetic Resonance Imaging; 1.2.1.6 Near Infrared Spectroscopy; 1.3 Control Signals in BCI Systems; 1.3.1 EEG Signal Processing for BCI; 1.3.1.1 Data Collection Through Electrodes. 1.3.1.2 Pre-processing Methods in BCI Designs1.3.1.3 Sources of Noise in EEG Signal; 1.3.2 Preprocessing Techniques that Deal with EOG/EMG Artifacts; 1.3.3 Feature Extraction for BCI Designs; 1.3.3.1 EEG Features; 1.3.3.2 Feature Dimension Reduction Techniques; 1.3.4 Classification Methods and Post-processing; 1.3.4.1 Properties of Classifiers; 1.3.4.2 Brief Survey of Classifiers Used in BCI Research; 1.3.4.3 Linear Classifiers; 1.3.4.4 Neural Networks; 1.3.4.5 Nonlinear Bayesian Classifiers; 1.3.4.6 Nearest Neighbor Classifiers; 1.3.4.7 Combinations of Classifiers. 1.3.5 Classification Performance Metrics1.4 Conclusion; References; 2 Basics of Brain Computer Interface; Abstract; 2.1 Introduction; 2.2 Brain Anatomy; 2.3 Brain Computer Interface Types; 2.3.1 Invasive BCI Acquisition Techniques; 2.3.2 Partially Invasive BCI Acquisition Techniques; 2.3.3 Non Invasive BCI Acquisition Techniques; 2.4 Types of BCI Signals; 2.5 Components of Interest; 2.5.1 Oscillatory EEG Activity; 2.5.2 Event-Related Potentials; 2.6 Monitoring Brain Activity Using EEG; 2.7 BCI System; 2.8 BCI Monitoring Hardware and Software; 2.9 Brain Computer Interface Applications. 2.10 BCI Trends2.11 Conclusion; References; 3 Noninvasive Electromagnetic Methods for Brain Monitoring: A Technical Review; Abstract; 3.1 Introduction; 3.2 Human Brain Anatomy; 3.3 Brain Diseases; 3.4 Noninvasive Brain Monitoring; 3.4.1 Advantages of PET; 3.4.2 Disadvantages of PET; 3.5 Electromagnetic Brain Monitoring Methods; 3.5.1 Brain Metabolism and Brain Imaging; 3.5.2 Electroencephalography (EEG); 3.5.2.1 History; 3.5.2.2 EEG Potentials; 3.5.2.3 Source of Brain Potentials; 3.5.2.4 The EEG Interpretation; 3.5.2.5 Brain Waves and EEG Diagnosis; 3.5.2.6 Why EEG; 3.5.2.7 How It Works. 3.5.2.8 EEG Instrumentation3.5.2.9 Preparation for an EEG Test; 3.5.2.10 Regular or Standard EEG; 3.5.2.11 Sleep-Deprived EEG; 3.5.2.12 Long Term EEG; 3.5.2.13 Ambulatory EEG; 3.5.2.14 Advantages of EEG; 3.5.2.15 Disadvantages; 3.5.2.16 Electrode Placement in EEG: 10 & hx2013; 20 System (EEG); 3.5.3 Magnetoencephalography (MEG); 3.5.3.1 History; 3.5.3.2 Why Is an MEG Performed?; 3.5.3.3 How MEG Work; 3.5.3.4 Advantages of MEG; 3.5.3.5 Disadvantages of MEG; 3.5.4 Electrocorticography (ECoG); 3.5.4.1 Clinical Applications; 3.5.4.2 Advantages of ECoG; 3.5.4.3 Disadvantages of ECoG.
• Publisher Details: Cham : Springer
• Publication Date: 2015
• Copyright Date: 2015
• Extent: 1 online resource (xv, 416 pages), illustrations (some color)
• Subjects: 005.4/37; Engineering; Brain-computer interfaces; COMPUTERS -- Social Aspects -- Human-Computer Interaction; Brain-computer interfaces; Brain-Computer Interfaces; Engineering; Computational Intelligence; Artificial Intelligence (incl. Robotics); User Interfaces and Human Computer Interaction; Neurosciences; Computers -- Intelligence (AI) & Semantics; Computers -- User Interfaces; Medical -- Neuroscience; Artificial intelligence; User interface design & usability; Neurosciences; Artificial intelligence; Computer science; Neurosciences; Electronic books
• Languages: English
• ISBNs: 9783319109787; 3319109782
• Related ISBNs: 9783319109770; 3319109774
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (SpringerLink, viewed December 1, 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.