Using Support Vector Machine to identify imaging biomarkers of neurological and psychiatric disease: A critical review

Standard univariate analysis of neuroimaging data has revealed a host of neuroanatomical and functional differences between healthy individuals and patients suffering a wide range of neurological and psychiatric disorders. Significant only at group level however these findings have had limited clini...

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Veröffentlicht in:	Neuroscience and biobehavioral reviews Jg. 36; H. 4; S. 1140 - 1152
Hauptverfasser:	Orrù, Graziella, Pettersson-Yeo, William, Marquand, Andre F., Sartori, Giuseppe, Mechelli, Andrea
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Kidlington Elsevier 01.04.2012
Schlagworte:	Adult and adolescent clinical studies Alzheimer Disease - diagnosis Alzheimer Disease - genetics Alzheimer Disease - metabolism Artificial Intelligence Autistic Disorder - diagnosis Autistic Disorder - genetics Autistic Disorder - metabolism Behavioral psychophysiology Biological and medical sciences Biomarkers Bipolar Disorder - diagnosis Bipolar Disorder - genetics Bipolar Disorder - metabolism Classification Degenerative and inherited degenerative diseases of the nervous system. Leukodystrophies. Prion diseases Depressive Disorder, Major - diagnosis Depressive Disorder, Major - genetics Depressive Disorder, Major - metabolism Fundamental and applied biological sciences. Psychology Humans Medical sciences Mental Disorders - diagnosis Mental Disorders - genetics Mental Disorders - metabolism Nervous System Diseases - diagnosis Nervous System Diseases - genetics Nervous System Diseases - metabolism Neurology Organic mental disorders. Neuropsychology Psychology. Psychoanalysis. Psychiatry Psychology. Psychophysiology Psychopathology. Psychiatry Psychoses Schizophrenia Schizophrenia - diagnosis Schizophrenia - genetics Schizophrenia - metabolism Support Vector Machine Neuroimaging Alzheimer disease Biological marker Schizophrenia Bipolar disorder Developmental disorder Review Support Vector Machine Psychosis Learning Acquisition process Imaging Degenerative disease Diagnosis Alzheimer's disease Mood disorder Nervous system diseases Prediction Depression Cerebral disorder Autism Pervasive developmental disorder Major depression Central nervous system disease Machine learning Mental disorder Critical study Autistic spectrum disorder
ISSN:	0149-7634, 1873-7528, 1873-7528
Online-Zugang:	Volltext
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