Computational Neuroscience

ISBN: 978-0-387-88629-9 (Print) 978-0-387-88630-5 (Online)

Table of contents (20 chapters)

  1. Front Matter

    Pages i-xvii

  2. Data Mining

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 3-29

      Optimization in Reproducing Kernel Hilbert Spaces of Spike Trains

    3. No Access

      Book Chapter

      Pages 31-42

      Investigating Functional Cooperation in the Human Brain Using Simple Graph-Theoretic Methods

    4. No Access

      Book Chapter

      Pages 43-56

      Methodological Framework for EEG Feature Selection Based on Spectral and Temporal Profiles

    5. No Access

      Book Chapter

      Pages 57-74

      Blind Source Separation of Concurrent Disease-Related Patterns from EEG in Creutzfeldt–Jakob Disease for Assisting Early Diagnosis

    6. No Access

      Book Chapter

      Pages 75-83

      Comparison of Supervised Classification Methods with Various Data Preprocessing Procedures for Activation Detection in fMRI Data

    7. No Access

      Book Chapter

      Pages 85-112

      Recent Advances of Data Biclustering with Application in Computational Neuroscience

    8. No Access

      Book Chapter

      Pages 113-123

      A Genetic Classifier Account for the Regulation of Expression

  3. Modeling

    1. Front Matter

      Pages 125-125

    2. No Access

      Book Chapter

      Pages 127-155

      Neuroelectromagnetic Source Imaging of Brain Dynamics

    3. No Access

      Book Chapter

      Pages 157-179

      Optimization in Brain? - Modeling Human Behavior and Brain Activation Patterns with Queuing Network and Reinforcement Learning Algorithms

    4. No Access

      Book Chapter

      Pages 181-191

      Neural Network Modeling of Voluntary Single-Joint Movement Organization I. Normal Conditions

    5. No Access

      Book Chapter

      Pages 193-212

      Neural Network Modeling of Voluntary Single-Joint Movement Organization II. Parkinson’s Disease

    6. No Access

      Book Chapter

      Pages 213-225

      Parametric Modeling Analysis of Optical Imaging Data on Neuronal Activities in the Brain

    7. No Access

      Book Chapter

      Pages 227-253

      Advances Toward Closed-Loop Deep Brain Stimulation

    8. No Access

      Book Chapter

      Pages 255-267

      Molecule-Inspired Methods for Coarse-Grain Multi-System Optimization

  4. Brain Dynamics/Synchronization

    1. Front Matter

      Pages 269-269

    2. No Access

      Book Chapter

      Pages 271-283

      A Robust Estimation of Information Flow in Coupled Nonlinear Systems

    3. No Access

      Book Chapter

      Pages 285-303

      An Optimization Approach for Finding a Spectrum of Lyapunov Exponents

    4. No Access

      Book Chapter

      Pages 305-315

      Dynamical Analysis of the EEG and Treatment of Human Status Epilepticus by Antiepileptic Drugs

    5. No Access

      Book Chapter

      Pages 317-339

      Analysis of Multichannel EEG Recordings Based on Generalized Phase Synchronization and Cointegrated VAR

    6. No Access

      Book Chapter

      Pages 341-355

      Antiepileptic Therapy Reduces Coupling Strength Among Brain Cortical Regions in Patients with Unverricht–Lundborg Disease: A Pilot Study

    7. No Access

      Book Chapter

      Pages 357-369

      Seizure Monitoring and Alert System for Brain Monitoring in an Intensive Care Unit