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    EEG-Based Experiment Design for Major Depressive Disorder

    EEG-Based Experiment Design for Major Depressive Disorder

    - Machine Learning and Psychiatric Diagnosis

    Af
    Bog E-bog
    • Format
    • Bog, paperback
    • Engelsk

    Beskrivelse

    EEG-Based Experiment Design for Major Depressive Disorder: Machine Learning and Psychiatric Diagnosis introduces EEG-based machine learning solutions for diagnosis and assessment of treatment efficacy for a variety of conditions. With a unique combination of background and practical perspectives for the use of automated EEG methods for mental illness, it details for readers how to design a successful experiment, providing experiment designs for both clinical and behavioral applications. This book details the EEG-based functional connectivity correlates for several conditions, including depression, anxiety, and epilepsy, along with pathophysiology of depression, underlying neural circuits and detailed options for diagnosis. It is a necessary read for those interested in developing EEG methods for addressing challenges for mental illness and researchers exploring automated methods for diagnosis and objective treatment assessment.

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    Detaljer
    • SprogEngelsk
    • Sidetal254
    • Udgivelsesdato17-05-2019
    • ISBN139780128174203
    • Forlag Academic Press Inc
    • FormatPaperback
    Størrelse og vægt
  • Vægt450 g
    • coffee cup img
    10 cm
    book img
    15,2 cm
    22,9 cm

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    Schizophrenia Epilepsy Alzheimer Electroencephalography Major depressive disorder Event related potential Major Depressive Disorder (MDD) Event-related potentials Loreta 10-fold cross-validation Alcohol-use disorder (AUD) Alpha interhemispheric asymmetry Brain volume abnormalities during depression Automatic treatment response (ATR) index EEG-based diagnosis of major depressive order EEG-based machine learning EEG-based methods for depression EEG frequency bands Circadian rhythms for depression EEG-based functional connectivity methods EEG-based topographic plots EEG-based diagnosis of depression EEG-based experiment design for depression EEG-based neurobiology EEG-based treatment efficacy assessment for depression EEG biomarker for depression EEG recording techniques ERP-based methods for depression EEG artifacts EEG-based treatment selection for depression EEG-based correlates for depression EEG references EEG-based diagnosing EEG-based prediction of treatment efficacy assessment for depression EEG-based classification of depression EEG/ERP data acquisition Methods for EEG-based artifact reductions QEEG theta cordance Sample size calculations for EEG experiments Intelligent Treatment Management System for depression Neural circuits implicated during depression Pathophysiology of depression Unipolar Depression
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