Support vector machine-based classification of first episode drug-naïve schizophrenia patients and healthy controls using structural MRI
Although regional brain deficits have been demonstrated in schizophrenia patients by
structural MRI studies, one important question that remains largely unanswered is whether …
structural MRI studies, one important question that remains largely unanswered is whether …
Structural and functional brain abnormalities in drug-naive, first-episode, and chronic patients with schizophrenia: a multimodal MRI study
F Wu, Y Zhang, Y Yang, X Lu, Z Fang… - Neuropsychiatric …, 2018 - Taylor & Francis
Background Structural and functional brain abnormalities in schizophrenia (SZ) have been
widely reported. However, a few studies have investigated both structural and functional …
widely reported. However, a few studies have investigated both structural and functional …
Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness
Y Takayanagi, T Takahashi, L Orikabe, Y Mozue… - PloS one, 2011 - journals.plos.org
Background Although structural magnetic resonance imaging (MRI) studies have repeatedly
demonstrated regional brain structural abnormalities in patients with schizophrenia …
demonstrated regional brain structural abnormalities in patients with schizophrenia …
Classifying schizophrenia using multimodal multivariate pattern recognition analysis: evaluating the impact of individual clinical profiles on the neurodiagnostic …
C Cabral, L Kambeitz-Ilankovic, J Kambeitz… - Schizophrenia …, 2016 - academic.oup.com
Previous studies have shown that structural brain changes are among the best-studied
candidate markers for schizophrenia (SZ) along with functional connectivity (FC) alterations …
candidate markers for schizophrenia (SZ) along with functional connectivity (FC) alterations …
Differentiation of schizophrenia using structural MRI with consideration of scanner differences: A real‐world multisite study
K Nemoto, T Shimokawa, M Fukunaga… - Psychiatry and …, 2020 - Wiley Online Library
Aim Neuroimaging studies have revealed that patients with schizophrenia exhibit reduced
gray matter volume in various regions. With these findings, various studies have indicated …
gray matter volume in various regions. With these findings, various studies have indicated …
Subtyping schizophrenia patients based on patterns of structural brain alterations
Schizophrenia is a complex and heterogeneous syndrome. Whether quantitative imaging
biomarkers can identify discrete subgroups of patients as might be used to foster …
biomarkers can identify discrete subgroups of patients as might be used to foster …
Detecting neuroimaging biomarkers for schizophrenia: a meta-analysis of multivariate pattern recognition studies
J Kambeitz, L Kambeitz-Ilankovic, S Leucht… - …, 2015 - nature.com
Multivariate pattern recognition approaches have recently facilitated the search for reliable
neuroimaging-based biomarkers in psychiatric disorders such as schizophrenia. By taking …
neuroimaging-based biomarkers in psychiatric disorders such as schizophrenia. By taking …
Discriminative analysis of schizophrenia using support vector machine and recursive feature elimination on structural MRI images
Structural abnormalities in schizophrenia (SZ) patients have been well documented with
structural magnetic resonance imaging (MRI) data using voxel-based morphometry (VBM) …
structural magnetic resonance imaging (MRI) data using voxel-based morphometry (VBM) …
Voxel-based morphometric analysis of gray matter in first episode schizophrenia
Voxel-based morphometry (VBM) may afford a more rapid and extensive survey of gray
matter abnormalities in schizophrenia than manually drawn region of interest (ROI) analysis …
matter abnormalities in schizophrenia than manually drawn region of interest (ROI) analysis …
Machine learning techniques in a structural and functional MRI diagnostic approach in schizophrenia: a systematic review
R de Filippis, EA Carbone, R Gaetano… - Neuropsychiatric …, 2019 - Taylor & Francis
Background Diagnosis of schizophrenia (SCZ) is made exclusively clinically, since specific
biomarkers that can predict the disease accurately remain unknown. Machine learning (ML) …
biomarkers that can predict the disease accurately remain unknown. Machine learning (ML) …
相关搜索
- structural mri support vector
- structural mri schizophrenia patients
- support vector schizophrenia patients
- structural mri healthy controls
- support vector healthy controls
- schizophrenia patients healthy controls
- episode schizophrenia gray matter
- schizophrenia patients regional brain volume
- vector machine mri images
- schizophrenia patients cortical thickness
- mri measures healthy subjects
- structural mri scanner differences
- vector machine discriminative analysis
- vector machine feature elimination
- episode schizophrenia morphometric analysis
- structural mri differentiation of schizophrenia