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) …

Using machine learning to explain the heterogeneity of schizophrenia. Realizing the promise and avoiding the hype

N Tandon, R Tandon - Schizophrenia Research, 2019 - Elsevier
Despite extensive research and prodigious advances in neuroscience, our comprehension
of the nature of schizophrenia remains rudimentary. Our failure to make progress is …

Accuracy of diagnostic classification algorithms using cognitive-, electrophysiological-, and neuroanatomical data in antipsychotic-naïve schizophrenia patients

BH Ebdrup, MC Axelsen, N Bak, B Fagerlund… - Psychological …, 2019 - cambridge.org
BackgroundA wealth of clinical studies have identified objective biomarkers, which separate
schizophrenia patients from healthy controls on a group level, but current diagnostic systems …

Guest editorial: Special issue on machine learning in schizophrenia

MM Chakravarty - Schizophrenia research, 2019 - pubmed.ncbi.nlm.nih.gov
Guest editorial: Special issue on machine learning in schizophrenia Guest editorial: Special
issue on machine learning in schizophrenia Schizophr Res. 2019 Dec:214:1-2. doi: 10.1016/j.schres.2019.10.044 …

Discriminative analysis of depression patients studied with structural MR images using support vector machine and recursive feature elimination

J Wang, H Peng, Y Zhang, K Wu - Sensing and Imaging, 2019 - Springer
Currently, the diagnosis of depression is largely based on clinical judgments due to the
absence of objective biomarkers. There are increasing evidences that depression (DP) is …

Specificity Analysis of Picture-Induced Emotional EEG for Discrimination Between Schizophrenic and Control Participants

H Kuai, Y Yang, J Chen, X Zhang, J Yan… - Brain Informatics: 12th …, 2019 - Springer
Emotion processing, playing an important role in our social interactions, is a sub-topic of
social cognition. Significant differences in emotion perception and processing have been …

[PDF][PDF] King's Research Portal

S Mendes Vieira, Q Gong, WHL Pinaya, C Scarpazza… - 2019 - kclpure.kcl.ac.uk
Despite the high level of interest in the use of machine learning (ML) and neuroimaging to
detect psychosis at the individual level, the reliability of the findings is unclear due to …

[引用][C] King's Research Portal

S Vieira, Q Gong, WHL Pinaya, C Scarpazza, S Tognin… - 2019