Opinion

Published on 24 Sep 2020

At the Crossroads Between Psychiatry and Machine Learning: Insights Into Paradigms and Challenges for Clinical Applicability

in Computational Psychiatry

Sarah Itani
Mandy Rossignol

Frontiers in Psychiatry

doi 10.3389/fpsyt.2020.552262

3,002 views
2 citations

Original Research

Published on 16 Sep 2020

Machine Learning Analysis of Electronic Nose in a Transdiagnostic Community Sample With a Streamlined Data Collection Approach: No Links Between Volatile Organic Compounds and Psychiatric Symptoms

in Computational Psychiatry

Bohan Xu
Mahdi Moradi
Rayus Kuplicki
Jennifer L. Stewart
Brett McKinney
Sandip Sen
Martin P. Paulus

Frontiers in Psychiatry

doi 10.3389/fpsyt.2020.503248

6,475 views
2 citations

Original Research

Published on 12 Aug 2020

Homogeneous Intrinsic Neuronal Excitability Induces Overfitting to Sensory Noise: A Robot Model of Neurodevelopmental Disorder

in Computational Psychiatry

Hayato Idei
Shingo Murata
Yuichi Yamashita
Tetsuya Ogata

Frontiers in Psychiatry

doi 10.3389/fpsyt.2020.00762

10,616 views
19 citations

Original Research

Published on 11 Aug 2020

Gray Matter Differences Between Premature Pubertal Girls With and Without the Reactivation of the Hypothalamic—Pituitary-Gonadal Axis

in Computational Psychiatry

Yuchuan Fu
Wenjing Zhang
Bo Tao
Beisheng Yang
Di Yang
Xiaoling Xie
Peining Liu
Yaxin Zhu
Lu Zhou
Tao Chen

Frontiers in Psychiatry

doi 10.3389/fpsyt.2020.00784

2,764 views
1 citation

Original Research

Published on 17 Jul 2020

A Deep Learning Approach for Missing Data Imputation of Rating Scales Assessing Attention-Deficit Hyperactivity Disorder

in Computational Psychiatry

Chung-Yuan Cheng
Wan-Ling Tseng
Ching-Fen Chang
Chuan-Hsiung Chang
Susan Shur-Fen Gau

Frontiers in Psychiatry

doi 10.3389/fpsyt.2020.00673

17,673 views
23 citations

Original Research

Published on 28 May 2020

Enhancing Multi-Center Generalization of Machine Learning-Based Depression Diagnosis From Resting-State fMRI

in Computational Psychiatry

Takashi Nakano
Masahiro Takamura
Naho Ichikawa
Go Okada
Yasumasa Okamoto
Makiko Yamada
Tetsuya Suhara
Shigeto Yamawaki
Junichiro Yoshimoto

Frontiers in Psychiatry

doi 10.3389/fpsyt.2020.00400

5,760 views
26 citations

Original Research

Published on 14 Feb 2020

Unsupervised Classifications of Depression Levels Based on Machine Learning Algorithms Perform Well as Compared to Traditional Norm-Based Classifications

in Computational Psychiatry

Zhenkai Yang
Chuansheng Chen
Hanwen Li
Li Yao
Xiaojie Zhao

Frontiers in Psychiatry

doi 10.3389/fpsyt.2020.00045

6,798 views
11 citations

Original Research

Published on 29 Oct 2019

Abnormal Connectivity Within Anterior Cortical Midline Structures in Bipolar Disorder: Evidence From Integrated MRI and Functional MRI

in Computational Psychiatry

Jie Yang
Weidan Pu
Xuan Ouyang
Haojuan Tao
Xudong Chen
Xiaojun Huang
Zhening Liu

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00788

4,272 views
9 citations

Review

Published on 12 Sep 2019

A Comprehensive Review of Computational Methods for Automatic Prediction of Schizophrenia With Insight Into Indigenous Populations

in Computational Psychiatry

Randall Ratana
Hamid Sharifzadeh
Jamuna Krishnan
Shaoning Pang

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00659

9,943 views
26 citations

Review

Published on 06 Aug 2019

Biophysical Psychiatry—How Computational Neuroscience Can Help to Understand the Complex Mechanisms of Mental Disorders

in Computational Psychiatry

Tuomo Mäki-Marttunen
Tobias Kaufmann
Torbjørn Elvsåshagen
Anna Devor
Srdjan Djurovic
Lars T. Westlye
Marja-Leena Linne
Marcella Rietschel
Dirk Schubert
Stefan Borgwardt

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00534

15,124 views
23 citations

Original Research

Published on 23 Jul 2019

Altered Domain Functional Network Connectivity Strength and Randomness in Schizophrenia

in Computational Psychiatry

Victor M. Vergara
Eswar Damaraju
Jessica A. Turner
Godfrey Pearlson
Aysenil Belger
Daniel H. Mathalon
Steven G. Potkin
Adrian Preda
Jatin G. Vaidya
Theo G. M. van Erp

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00499

3,910 views
5 citations

Original Research

Published on 06 May 2019

Predicting Affect Classification in Mental Status Examination Using Machine Learning Face Action Recognition System: A Pilot Study in Schizophrenia Patients

in Computational Psychiatry

Ran Barzilay
Nadav Israel
Amir Krivoy
Roi Sagy
Shiri Kamhi-Nesher
Oren Loebstein
Lior Wolf
Gal Shoval

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00288

4,984 views
6 citations

Original Research

Published on 01 May 2019

Detection Study of Bipolar Depression Through the Application of a Model-Based Algorithm in Terms of Clinical Feature and Peripheral Biomarkers

in Computational Psychiatry

Yanqun Zheng
Shen He
Tianhong Zhang
Zhiguang Lin
Shenxun Shi
Yiru Fang
Kaida Jiang
Xiaohua Liu

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00266

3,451 views
8 citations

Original Research

Published on 16 Apr 2019

The Associations of Emotion Coping Appraisal With Both the Cue–Outcome Contingency and Perceived Verbal Abuse Exposure

in Computational Psychiatry

Dong Woo Shin
Taekeun Yoon
Bumseok Jeong

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00250

3,794 views
2 citations

Systematic Review

Published on 29 Mar 2019

Effects of High-Frequency Transcranial Magnetic Stimulation for Cognitive Deficit in Schizophrenia: A Meta-Analysis

in Computational Psychiatry

Yi Jiang
Zhiwei Guo
Guoqiang Xing
Lin He
Haitao Peng
Fei Du
Morgan A. McClure
Qiwen Mu

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00135

8,883 views
59 citations

Hypothesis and Theory

Published on 05 Mar 2019

A Bayesian Account of the Sensory-Motor Interactions Underlying Symptoms of Tourette Syndrome

in Computational Psychiatry

Charlotte L. Rae
Hugo D. Critchley
Anil K. Seth

Frontiers in Psychiatry

doi 10.3389/fpsyt.2019.00029

10,585 views
45 citations

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Articles

At the Crossroads Between Psychiatry and Machine Learning: Insights Into Paradigms and Challenges for Clinical Applicability

Machine Learning Analysis of Electronic Nose in a Transdiagnostic Community Sample With a Streamlined Data Collection Approach: No Links Between Volatile Organic Compounds and Psychiatric Symptoms

Homogeneous Intrinsic Neuronal Excitability Induces Overfitting to Sensory Noise: A Robot Model of Neurodevelopmental Disorder

Gray Matter Differences Between Premature Pubertal Girls With and Without the Reactivation of the Hypothalamic—Pituitary-Gonadal Axis

A Deep Learning Approach for Missing Data Imputation of Rating Scales Assessing Attention-Deficit Hyperactivity Disorder

Enhancing Multi-Center Generalization of Machine Learning-Based Depression Diagnosis From Resting-State fMRI

Unsupervised Classifications of Depression Levels Based on Machine Learning Algorithms Perform Well as Compared to Traditional Norm-Based Classifications

Abnormal Connectivity Within Anterior Cortical Midline Structures in Bipolar Disorder: Evidence From Integrated MRI and Functional MRI

A Comprehensive Review of Computational Methods for Automatic Prediction of Schizophrenia With Insight Into Indigenous Populations

Biophysical Psychiatry—How Computational Neuroscience Can Help to Understand the Complex Mechanisms of Mental Disorders

Altered Domain Functional Network Connectivity Strength and Randomness in Schizophrenia

Predicting Affect Classification in Mental Status Examination Using Machine Learning Face Action Recognition System: A Pilot Study in Schizophrenia Patients

Detection Study of Bipolar Depression Through the Application of a Model-Based Algorithm in Terms of Clinical Feature and Peripheral Biomarkers

The Associations of Emotion Coping Appraisal With Both the Cue–Outcome Contingency and Perceived Verbal Abuse Exposure

Effects of High-Frequency Transcranial Magnetic Stimulation for Cognitive Deficit in Schizophrenia: A Meta-Analysis

A Bayesian Account of the Sensory-Motor Interactions Underlying Symptoms of Tourette Syndrome