Comparison of Machine Learning Algorithms in the Prediction of Hospitalized Patients with Schizophrenia

A bagging ensemble machine learning framework to predict overall cognitive function of schizophrenia patients with cognitive domains and tests

(2022) Eugene Lin et al.   Asian Journal of Psychiatry

Schizophrenia Detection Using Machine Learning Approach from Social Media Content

(2021) Yi Ji Bae et al.   SENSORS

A Comparative Analysis of Machine Learning Algorithms to Predict Alzheimer’s Disease

(2021) Morshedul Bari Antor et al.   Journal of Healthcare Engineering

The association of medical resource utilization with physical morbidity and premature mortality among patients with schizophrenia: An historical prospective population cohort study

(2021) Ido Lurie et al.   SCHIZOPHRENIA RESEARCH

The Importance of Suicide Risk Formulation in Schizophrenia

(2021) Isabella Berardelli et al.   Frontiers in Psychiatry

Diagnosing schizophrenia with network analysis and a machine learning method

(2020) Young Tak Jo et al.   INTERNATIONAL JOURNAL OF METHODS IN PSYCHIATRIC RESEARCH

Epidemiology of schizophrenia and its management over 8-years period using real-world data in Spain

(2020) A. Orrico-Sánchez et al.   BMC Psychiatry

Using machine learning to predict mental healthcare consumption in non-affective psychosis

(2020) Sascha Kwakernaak et al.   SCHIZOPHRENIA RESEARCH

Detecting Abnormal Brain Regions in Schizophrenia Using Structural MRI via Machine Learning

(2020) ZhiHong Chen et al.   Computational Intelligence and Neuroscience

Prediction of physical violence in schizophrenia with machine learning algorithms

(2020) Kevin Z. Wang et al.   PSYCHIATRY RESEARCH

Predicting Breast Cancer in Chinese Women Using Machine Learning Techniques: Algorithm Development

(2020) Can Hou et al.   JMIR Medical Informatics

The machine learning algorithm for the diagnosis of schizophrenia on the basis of gene expression in peripheral blood

(2020) Lulu Zhu et al.   NEUROSCIENCE LETTERS

Relative Importance of Symptoms, Cognition, and Other Multilevel Variables for Psychiatric Disease Classifications by Machine Learning

(2019) Julie Walsh-Messinger et al.   PSYCHIATRY RESEARCH

Investigating the impact of data normalization on classification performance

(2019) Dalwinder Singh et al.   APPLIED SOFT COMPUTING

Automated detection of schizophrenia using nonlinear signal processing methods

(2019) V. Jahmunah et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Machine learning and big data: Implications for disease modeling and therapeutic discovery in psychiatry

(2019) Andy M.Y. Tai et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Individualized prediction of depressive disorder in the elderly: A multitask deep learning approach

(2019) Zhongzhi Xu et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Comparison of supervised machine learning classification techniques in prediction of locoregional recurrences in early oral tongue cancer

(2019) Rasheed Omobolaji Alabi et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Health Care Management Models for the Evolution of Hospitalization in Acute Inpatient Psychiatry Units: Comparative Quantitative Study

(2019) Susel Góngora Alonso et al.   JMIR Mental Health

Direct healthcare cost of schizophrenia – European overview

(2018) G. Kovács et al.   EUROPEAN PSYCHIATRY

A new computational intelligence approach to detect autistic features for autism screening

(2018) Fadi Thabtah et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Data Mining Algorithms and Techniques in Mental Health: A Systematic Review

(2018) Susel Góngora Alonso et al.   JOURNAL OF MEDICAL SYSTEMS

Global Epidemiology and Burden of Schizophrenia: Findings From the Global Burden of Disease Study 2016

(2018) Fiona J Charlson et al.   SCHIZOPHRENIA BULLETIN

Diagnostic value of structural and diffusion imaging measures in schizophrenia

(2018) Jungsun Lee et al.   NeuroImage-Clinical

Comparative Evaluation of Machine Learning Strategies for Analyzing Big Data in Psychiatry

(2018) Han Cao et al.   INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES

Tractography-based classification in distinguishing patients with first-episode schizophrenia from healthy individuals

(2018) Yi Deng et al.   PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY

Classification of suicide attempters in schizophrenia using sociocultural and clinical features: A machine learning approach

(2017) Nuwan C. Hettige et al.   GENERAL HOSPITAL PSYCHIATRY

A Computer-Aided Diagnosis System With EEG Based on the P3b Wave During an Auditory Odd-Ball Task in Schizophrenia

(2017) Lorenzo Santos-Mayo et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Early hospital mortality prediction of intensive care unit patients using an ensemble learning approach

(2017) Aya Awad et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

A Collaborative Approach to Identifying Social Media Markers of Schizophrenia by Employing Machine Learning and Clinical Appraisals

(2017) Michael L Birnbaum et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

The Societal Cost of Schizophrenia: A Systematic Review

(2016) Huajie Jin et al.   PHARMACOECONOMICS

Machine-learning-based diagnosis of schizophrenia using combined sensor-level and source-level EEG features

(2016) Miseon Shim et al.   SCHIZOPHRENIA RESEARCH

Phenomenology of Schizophrenia and the Representativeness of Modern Diagnostic Criteria

(2016) Kenneth S. Kendler   JAMA Psychiatry

Schizophrenia Detection and Classification by Advanced Analysis of EEG Recordings Using a Single Electrode Approach

(2015) Zack Dvey-Aharon et al.   PLoS One

Review: Suicide and schizophrenia: a systematic review of rates and risk factors

(2010) Kahyee Hor et al.   JOURNAL OF PSYCHOPHARMACOLOGY

Schizophrenia: A Concise Overview of Incidence, Prevalence, and Mortality

(2008) J. McGrath et al.   EPIDEMIOLOGIC REVIEWS