![]() |
Review of Machine Learning Algorithms for Diagnosing Mental Illness
Gyeongcheol Cho, Jinyeong Yim, Younyoung Choi, Jungmin Ko, Seoung-Hwan Lee
Psychiatry Investig. 2019;16(4):262-269. Published online 2019 Apr 8 DOI: https://doi.org/10.30773/pi.2018.12.21.2
|
AI-enabled clinical decision support tools for mental healthcare: A product review
Anne-Kathrin Kleine, Eesha Kokje, Pia Hummelsberger, Eva Lermer, Insa Schaffernak, Susanne Gaube
Artificial Intelligence in Medicine.2025; 160: 103052. CrossRef Responsible Artificial Intelligence for Mental Health Disorders: Current Applications and Future Challenges
Shaker El-Sappagh, Waleed Nazih, Meshal Alharbi, Tamer Abuhmed
Journal of Disability Research.2025;[Epub] CrossRef Machine learning prediction of anxiety symptoms in social anxiety disorder: utilizing multimodal data from virtual reality sessions
Jin-Hyun Park, Yu-Bin Shin, Dooyoung Jung, Ji-Won Hur, Seung Pil Pack, Heon-Jeong Lee, Hwamin Lee, Chul-Hyun Cho
Frontiers in Psychiatry.2025;[Epub] CrossRef Applying AI in the Context of the Association Between Device-Based Assessment of Physical Activity and Mental Health: Systematic Review
Simon Woll, Dennis Birkenmaier, Gergely Biri, Rebecca Nissen, Luisa Lutz, Marc Schroth, Ulrich W Ebner-Priemer, Marco Giurgiu
JMIR mHealth and uHealth.2025; 13: e59660. CrossRef Revealing sleep and pain reciprocity with wearables and machine learning
Samsuk Kim, Jamie M. Zeitzer, Sean Mackey, Beth D. Darnall
Communications Medicine.2025;[Epub] CrossRef Machine learning approaches for classifying major depressive disorder using biological and neuropsychological markers: A meta-analysis
Lin Zhang, Liwen Jian, Yiming Long, Zhihong Ren, Vince D Calhoun, Ives Cavalcante Passos, Xinyu Tian, Yuhong Xiang
Neuroscience & Biobehavioral Reviews.2025; : 106201. CrossRef RETRACTED ARTICLE: Neuropathic complications: Type II diabetes mellitus and other risky parameters using machine learning algorithms
R. Usharani, A. Shanthini
Journal of Ambient Intelligence and Humanized Computing.2024; 15(S1): 179. CrossRef An Effective Chronic Disease Prediction using Multi-Objective Firefly Optimisation Random Forest Algorithm
S. Kavi Priya, N. Saranya
IETE Journal of Research.2024; 70(1): 307. CrossRef Predicting the climate impact of healthcare facilities using gradient boosting machines
Hao Yin, Bhavna Sharma, Howard Hu, Fei Liu, Mehak Kaur, Gary Cohen, Rob McConnell, Sandrah P. Eckel
Cleaner Environmental Systems.2024; 12: 100155. CrossRef Empowering precision medicine: AI-driven schizophrenia diagnosis via EEG signals: A comprehensive review from 2002–2023
Mahboobeh Jafari, Delaram Sadeghi, Afshin Shoeibi, Hamid Alinejad-Rokny, Amin Beheshti, David López García, Zhaolin Chen, U. Rajendra Acharya, Juan M. Gorriz
Applied Intelligence.2024; 54(1): 35. CrossRef A primer on the use of machine learning to distil knowledge from data in biological psychiatry
Thomas P. Quinn, Jonathan L. Hess, Victoria S. Marshe, Michelle M. Barnett, Anne-Christin Hauschild, Malgorzata Maciukiewicz, Samar S. M. Elsheikh, Xiaoyu Men, Emanuel Schwarz, Yannis J. Trakadis, Michael S. Breen, Eric J. Barnett, Yanli Zhang-James, Mehm
Molecular Psychiatry.2024; 29(2): 387. CrossRef Development of intelligent system based on synthesis of affective signals and deep neural networks to foster mental health of the Indian virtual community
Mandeep Kaur Arora, Jaspreet Singh, Anju Singh
Social Network Analysis and Mining.2024;[Epub] CrossRef Chronological sewing training optimization enabled deep learning for autism spectrum disorder using EEG signal
Joy Karan Singh, Deepti Kakkar
Multimedia Tools and Applications.2024; 83(30): 74177. CrossRef LGAG-Net: Lesion-Guided Adaptive Graph Network for Bone Abnormality Detection From Musculoskeletal Radiograph
Yong Liao, Xiang Li, Chengfeng Peng
IEEE Access.2024; 12: 26710. CrossRef Validating the efficacy and value proposition of mental fitness vocal biomarkers in a psychiatric population: prospective cohort study
Erik Larsen, Olivia Murton, Xinyu Song, Dale Joachim, Devon Watts, Flavio Kapczinski, Lindsey Venesky, Gerald Hurowitz
Frontiers in Psychiatry.2024;[Epub] CrossRef Artificial Intelligence Models to Predict Disability for Mental Health Disorders
Hasan Alkahtani, Theyazn H. H. Aldhyani, Ahmed Abdullah Alqarni
Journal of Disability Research.2024;[Epub] CrossRef A pilot study on AI-driven approaches for classification of mental health disorders
Naman Dhariwal, Nidhi Sengupta, M. Madiajagan, Kiran Kumar Patro, P. Lalitha Kumari, Nagwan Abdel Samee, Ryszard Tadeusiewicz, Paweł Pławiak, Allam Jaya Prakash
Frontiers in Human Neuroscience.2024;[Epub] CrossRef Simulation application of sensors based on Kalman filter algorithm in student psychological crisis prediction model
Chen Sheng
Measurement: Sensors.2024; 33: 101190. CrossRef Artificial Intelligence enabled cognitive computer-centered digital analysis model for examination of the children’s mental health
Jyoti Agarwal, Sachin Sharma
Evolutionary Intelligence.2024; 17(5-6): 3675. CrossRef Microbiome-Gut-Brain Axis: AI Insights
Arif Amaan, Garg Prekshi , Srivastava Prachi
Insights in Biology and Medicine.2024; 8(2): 001. CrossRef Machine Learning Techniques to Predict Mental Health Diagnoses: A Systematic Literature Review
Ujunwa Madububambachu, Augustine Ukpebor, Urenna Ihezue
Clinical Practice & Epidemiology in Mental Health.2024;[Epub] CrossRef Machine learning applications in studying mental health among immigrants and racial and ethnic minorities: an exploratory scoping review
Khushbu Khatri Park, Mohammad Saleem, Mohammed Ali Al-Garadi, Abdulaziz Ahmed
BMC Medical Informatics and Decision Making.2024;[Epub] CrossRef Investigating intrinsic and situational predictors of depression among older adults: An analysis of the CHARLS database
Yafei Wu, Chongtao Wei, Yaheng Zhang, Chenming Gu, Ya Fang
Asian Journal of Psychiatry.2024; 102: 104279. CrossRef Mental Disorders Prognosis and Predictions Using Artificial Intelligence Techniques: a Comprehensive Study
Poonam Kaushik, Khushboo Bansal, Yogesh Kumar, Ankur Changela
SN Computer Science.2024;[Epub] CrossRef Multimodal machine learning for language and speech markers identification in mental health
Georgios Drougkas, Erwin M. Bakker, Marco Spruit
BMC Medical Informatics and Decision Making.2024;[Epub] CrossRef Predicting place of delivery choice among childbearing women in East Africa: a comparative analysis of advanced machine learning techniques
Habtamu Setegn Ngusie, Getanew Aschalew Tesfa, Asefa Adimasu Taddese, Ermias Bekele Enyew, Tilahun Dessie Alene, Gebremeskel Kibret Abebe, Agmasie Damtew Walle, Alemu Birara Zemariam
Frontiers in Public Health.2024;[Epub] CrossRef Review on the Use of Brain Computer Interface Rehabilitation Methods for Treating Mental and Neurological Conditions
Vladimir Khorev, Semen Kurkin, Artem Badarin, Vladimir Antipov, Elena Pitsik, Andrey Andreev, Vadim Grubov, Oxana Drapkina, Anton Kiselev, Alexander Hramov
Journal of Integrative Neuroscience.2024;[Epub] CrossRef Virtual reality-assisted prediction of adult ADHD based on eye tracking, EEG, actigraphy and behavioral indices: a machine learning analysis of independent training and test samples
Annika Wiebe, Benjamin Selaskowski, Martha Paskin, Laura Asché, Julian Pakos, Behrem Aslan, Silke Lux, Alexandra Philipsen, Niclas Braun
Translational Psychiatry.2024;[Epub] CrossRef Deep Learning Approach for Predicting Psychodiagnosis
Zouaoui Samia, Khamari Chahinez
Acta Informatica Pragensia.2024; 13(2): 288. CrossRef Automatic Detection of Putative Mild Cognitive Impairment from Speech Acoustic Features in Mandarin-Speaking Elders
Rumi Wang, Chen Kuang, Chengyu Guo, Yong Chen, Canyang Li, Yoshihiro Matsumura, Masashi Ishimaru, Alice J. Van Pelt, Fei Chen, Jin-Tai Yu
Journal of Alzheimer’s Disease.2023; 95(3): 901. CrossRef Machine Learning Techniques in Adaptive and Personalized Systems for Health and Wellness
Oladapo Oyebode, Jonathon Fowles, Darren Steeves, Rita Orji
International Journal of Human–Computer Interaction.2023; 39(9): 1938. CrossRef A machine learning investigation into the temporal dynamics of physical activity‐mediated emotional regulation in adolescents with anorexia nervosa and healthy controls
Damien Lekkas, Joseph A. Gyorda, Nicholas C. Jacobson
European Eating Disorders Review.2023; 31(1): 147. CrossRef A machine learning model to predict suicidal tendencies in students
Lalasa Mukku, Jyothi Thomas
Asian Journal of Psychiatry.2023; 79: 103363. CrossRef Applying ensemble machine learning models to predict individual response to a digitally delivered worry postponement intervention
Joseph A. Gyorda, Matthew D. Nemesure, George Price, Nicholas C. Jacobson
Journal of Affective Disorders.2023; 320: 201. CrossRef Management of post-stroke depression (PSD) by electroencephalography for effective rehabilitation
Bibo Yang, Yanhuan Huang, Zengyong Li, Xiaoling Hu
Engineered Regeneration.2023; 4(1): 44. CrossRef Artificial intelligence and neuroscience: An update on fascinating relationships
Nishanth Gopinath
Process Biochemistry.2023; 125: 113. CrossRef Detection and classification of anxiety in university students through the application of machine learning
Shaurya Bhatnagar, Jyoti Agarwal, Ojasvi Rajeev Sharma
Procedia Computer Science.2023; 218: 1542. CrossRef Heart and brain traumatic stress biomarker analysis with and without machine learning: A scoping review
Darius Rountree-Harrison, Shlomo Berkovsky, Maria Kangas
International Journal of Psychophysiology.2023; 185: 27. CrossRef The potential of electroencephalography coherence to predict the outcome of repetitive transcranial magnetic stimulation in insomnia disorder
Xiaozi Zhang, Xumeng Zhao, Ziqiang Shao, Xinwen Wen, Ling Lu, Minpeng Li, Jiayi Liu, Yan Li, Shan Zhang, Yongjian Guo, Xiaoyang Liu, Lirong Yue, Jun Li, Jixin Liu, Yuanqiang Zhu, Yifei Zhu, Xiaona Sheng, Dahua Yu, Kai Yuan
Journal of Psychiatric Research.2023; 160: 56. CrossRef An Intelligent Approach for Accurate Prediction of Chronic Diseases
S. Kavi Priya, N. Saranya
Computer Systems Science and Engineering.2023; 46(2): 2571. CrossRef Deep Learning based techniques for Neuro-degenerative disorders detection
L.V.S.K.B. Kasyap Varanasi, Chandra Mohan Dasari
Engineering Applications of Artificial Intelligence.2023; 122: 106103. CrossRef How machine learning is used to study addiction in digital healthcare: A systematic review
Bijoy Chhetri, Lalit Mohan Goyal, Mamta Mittal
International Journal of Information Management Data Insights.2023; 3(2): 100175. CrossRef Methodologies for Monitoring Mental Health on Twitter: Systematic Review
Nina H Di Cara, Valerio Maggio, Oliver S P Davis, Claire M A Haworth
Journal of Medical Internet Research.2023; 25: e42734. CrossRef IREX: Iterative Refinement and Explanation of classification models for tabular datasets
Cristian E. Sosa-Espadas, Mauricio G. Orozco-del-Castillo, Nora Cuevas-Cuevas, Juan A. Recio-Garcia
SoftwareX.2023; 23: 101420. CrossRef Sentiments Analysis of Covid-19 Vaccine Tweets Using Machine Learning and Vader Lexicon Method
Vishakha Arya, Amit Kumar Mishra, Alfonso González-Briones
ADCAIJ: Advances in Distributed Computing and Artificial Intelligence Journal.2023; 11(4): 507. CrossRef Application of data fusion for automated detection of children with developmental and mental disorders: A systematic review of the last decade
Smith K. Khare, Sonja March, Prabal Datta Barua, Vikram M. Gadre, U. Rajendra Acharya
Information Fusion.2023; 99: 101898. CrossRef Serum-based Raman spectroscopic diagnosis of blast-induced brain injury in a rat model
Meilan Ge, Yuye Wang, Tong Wu, Haibin Li, Chuanyan Yang, Tunan Chen, Hua Feng, Degang Xu, Jianquan Yao
Biomedical Optics Express.2023; 14(7): 3622. CrossRef Unipolar and Bipolar Depression Detection and Classification Based on Actigraphic Registration of Motor Activity Using Machine Learning and Uniform Manifold Approximation and Projection Methods
Mohammed Zakariah, Yousef Ajami Alotaibi
Diagnostics.2023; 13(14): 2323. CrossRef Implementation of Machine Learning and Deep Learning Techniques for the Detection of Epileptic Seizures Using Intracranial Electroencephalography
Marcin Kołodziej, Andrzej Majkowski, Andrzej Rysz
Applied Sciences.2023; 13(15): 8747. CrossRef Predicting non-improvement of symptoms in daily mental healthcare practice using routinely collected patient-level data: a machine learning approach
Katinka Franken, Peter ten Klooster, Ernst Bohlmeijer, Gerben Westerhof, Jannis Kraiss
Frontiers in Psychiatry.2023;[Epub] CrossRef Predicting Symptom Improvement During Depression Treatment Using Sleep Sensory Data
Chinmaey Shende, Soumyashree Sahoo, Stephen Sam, Parit Patel, Reynaldo Morillo, Xinyu Wang, Shweta Ware, Jinbo Bi, Jayesh Kamath, Alexander Russell, Dongjin Song, Bing Wang
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.2023; 7(3): 1. CrossRef The future of psychiatry with artificial intelligence: can the man-machine duo redefine the tenets?
Jyoti Prakash Sahoo, Birendra Naik Narayan, N Simple Santi
Consortium Psychiatricum.2023; 4(3): 72. CrossRef Harnessing Artificial Intelligence: Strategies for Mental Health Nurses in Optimizing Psychiatric Patient Care
Abdulqadir J. Nashwan, Suzan Gharib, Majdi Alhadidi, Ayman Mohamed El-Ashry, Asma Alamgir, Mohammed Al-Hassan, Mahmoud Abdelwahab Khedr, Shaimaa Dawood, Bassema Abufarsakh
Issues in Mental Health Nursing.2023; 44(10): 1020. CrossRef Advanced machine learning based exploration for predicting pandemic fatality: Oman dataset
Jamil Al Shaqsi, Osama Drogham, Sanad Aburass
Informatics in Medicine Unlocked.2023; 43: 101393. CrossRef Prediction and diagnosis of depression using machine learning with electronic health records data: a systematic review
David Nickson, Caroline Meyer, Lukasz Walasek, Carla Toro
BMC Medical Informatics and Decision Making.2023;[Epub] CrossRef Review on data imputation methods in machine learning
Jianing Xue
Journal of Physics: Conference Series.2023; 2646(1): 012034. CrossRef Mental Health Analysis at the University of Dipa Makassar using Naïve Bayes Classifier
Andi Ikram Maulana, Rismayani Rismayani
IT Journal Research and Development.2023; 8(1): 72. CrossRef Survey on psychotherapy chatbots
Bei Xu, Ziyuan Zhuang
Concurrency and Computation: Practice and Experience.2022;[Epub] CrossRef Transcriptomics and machine learning to advance schizophrenia genetics: A case-control study using post-mortem brain data
Bill Qi, Sonia Boscenco, Janani Ramamurthy, Yannis J. Trakadis
Computer Methods and Programs in Biomedicine.2022; 214: 106590. CrossRef Mental Health Prediction Using Machine Learning: Taxonomy, Applications, and Challenges
Jetli Chung, Jason Teo, Aniello Minutolo
Applied Computational Intelligence and Soft Computing.2022; 2022: 1. CrossRef Discriminative Analysis of Schizophrenia Patients Using Topological Properties of Structural and Functional Brain Networks: A Multimodal Magnetic Resonance Imaging Study
Jing Wang, Pengfei Ke, Jinyu Zang, Fengchun Wu, Kai Wu
Frontiers in Neuroscience.2022;[Epub] CrossRef Developing a Predictive Model for Depressive Disorders Using Stacking Ensemble and Naive Bayesian Nomogram: Using Samples Representing South Korea
Haewon Byeon
Frontiers in Psychiatry.2022;[Epub] CrossRef Age-Related Changes in Lipid and Glucose Levels Associated with Drug Use and Mortality: An Observational Study
Rene Markovič, Vladimir Grubelnik, Helena Blažun Vošner, Peter Kokol, Matej Završnik, Karmen Janša, Marjeta Zupet, Jernej Završnik, Marko Marhl
Journal of Personalized Medicine.2022; 12(2): 280. CrossRef Combining multi-dimensional molecular fingerprints to predict the hERG cardiotoxicity of compounds
Weizhe Ding, Yang Nan, Juanshu Wu, Chenyang Han, Xiangxin Xin, Siyuan Li, Hongsheng Liu, Li Zhang
Computers in Biology and Medicine.2022; 144: 105390. CrossRef Stress detection using natural language processing and machine learning over social interactions
Tanya Nijhawan, Girija Attigeri, T. Ananthakrishna
Journal of Big Data.2022;[Epub] CrossRef Machine Learning Algorithms for Depression: Diagnosis, Insights, and Research Directions
Shumaila Aleem, Noor ul Huda, Rashid Amin, Samina Khalid, Sultan S. Alshamrani, Abdullah Alshehri
Electronics.2022; 11(7): 1111. CrossRef Feasibility of a Machine Learning-Based Smartphone Application in Detecting Depression and Anxiety in a Generally Senior Population
David Lin, Tahmida Nazreen, Tomasz Rutowski, Yang Lu, Amir Harati, Elizabeth Shriberg, Piotr Chlebek, Michael Aratow
Frontiers in Psychology.2022;[Epub] CrossRef An overview of artificial intelligence techniques for diagnosis of Schizophrenia based on magnetic resonance imaging modalities: Methods, challenges, and future works
Delaram Sadeghi, Afshin Shoeibi, Navid Ghassemi, Parisa Moridian, Ali Khadem, Roohallah Alizadehsani, Mohammad Teshnehlab, Juan M. Gorriz, Fahime Khozeimeh, Yu-Dong Zhang, Saeid Nahavandi, U Rajendra Acharya
Computers in Biology and Medicine.2022; 146: 105554. CrossRef RETRACTED ARTICLE: Artificial intelligence and machine learning in precision and genomic medicine
Sameer Quazi
Medical Oncology.2022;[Epub] CrossRef Individualized identification of sexual dysfunction of psychiatric patients with machine-learning
Yang S. Liu, Jeffrey R. Hankey, Stefani Chokka, Pratap R. Chokka, Bo Cao
Scientific Reports.2022;[Epub] CrossRef Classification of Depressive and Schizophrenic Episodes Using Night-Time Motor Activity Signal
Julieta G. Rodríguez-Ruiz, Carlos E. Galván-Tejada, Huizilopoztli Luna-García, Hamurabi Gamboa-Rosales, José M. Celaya-Padilla, José G. Arceo-Olague, Jorge I. Galván Tejada
Healthcare.2022; 10(7): 1256. CrossRef A review on Natural Language Processing Models for COVID-19 research
Karl Hall, Victor Chang, Chrisina Jayne
Healthcare Analytics.2022; 2: 100078. CrossRef Raman spectroscopy combined with machine learning algorithms for rapid detection Primary Sjögren's syndrome associated with interstitial lung disease
Xue Wu, Chen Chen, Xiaomei Chen, Cainan Luo, Xiaoyi Lv, Yamei Shi, Jie Yang, Xinyan Meng, Cheng Chen, Jinmei Su, Lijun Wu
Photodiagnosis and Photodynamic Therapy.2022; 40: 103057. CrossRef Analyzing Suicide Risk From Linguistic Features in Social Media: Evaluation Study
Cecilia Lao, Jo Lane, Hanna Suominen
JMIR Formative Research.2022; 6(8): e35563. CrossRef From promise to practice: towards the realisation of AI-informed mental health care
Nikolaos Koutsouleris, Tobias U Hauser, Vasilisa Skvortsova, Munmun De Choudhury
The Lancet Digital Health.2022; 4(11): e829. CrossRef Modern views of machine learning for precision psychiatry
Zhe Sage Chen, Prathamesh (Param) Kulkarni, Isaac R. Galatzer-Levy, Benedetta Bigio, Carla Nasca, Yu Zhang
Patterns.2022; 3(11): 100602. CrossRef Lifestyle, Demographic and Socio-Economic Determinants of Mental Health Disorders of Employees in the European Countries
Dawid Majcherek, Arkadiusz Michał Kowalski, Małgorzata Stefania Lewandowska
International Journal of Environmental Research and Public Health.2022; 19(19): 11913. CrossRef Automatic depression screening using social interaction data on smartphones
Shweta Ware, Chaoqun Yue, Reynaldo Morillo, Chao Shang, Jinbo Bi, Jayesh Kamath, Alexander Russell, Dongjin Song, Athanasios Bamis, Bing Wang
Smart Health.2022; 26: 100356. CrossRef A deep learning-based model for detecting depression in senior population
Yunhan Lin, Biman Najika Liyanage, Yutao Sun, Tianlan Lu, Zhengwen Zhu, Yundan Liao, Qiushi Wang, Chuan Shi, Weihua Yue
Frontiers in Psychiatry.2022;[Epub] CrossRef Framework for behavioral disorder detection using machine learning and application of virtual cognitive behavioral therapy in COVID-19 pandemic
Tasnim NIGER, Hasanur RAYHAN, Rashidul ISLAM, Kazi A. NOOR, Kamrul HASAN
Minerva Psychiatry.2022;[Epub] CrossRef Improvement of the psychiatric care through outsourcing artificial intelligence technologies: Where are we now?
Sanja Andrić-Petrović, Nađa Marić
Medicinska istrazivanja.2022; 55(2): 19. CrossRef Broadened assessments, health education and cognitive aids in the remote memory clinic
Andrew P. Owens, Christine Krebs, Sajini Kuruppu, Anna-Katharine Brem, Tobias Kowatsch, Dag Aarsland, Stefan Klöppel
Frontiers in Public Health.2022;[Epub] CrossRef Assessing the Applicability of Machine Learning Models for Robotic Emotion Monitoring: A Survey
Md Ayshik Rahman Khan, Marat Rostov, Jessica Sharmin Rahman, Khandaker Asif Ahmed, Md Zakir Hossain
Applied Sciences.2022; 13(1): 387. CrossRef A hybrid machine learning model of depression estimation in home-based older adults: a 7-year follow-up study
Shaowu Lin, Yafei Wu, Ya Fang
BMC Psychiatry.2022;[Epub] CrossRef Raman Spectroscopy Combined with Machine Learning Algorithms for Rapid Detection Primary Sjögren's Syndrome Associated with Interstitial Lung Disease
Xue Wu, Chen Chen, Mei Xiao Chen, Nan Cai Luo, Yi Xiao Lv, Mei Ya Shi, Jie Yang, Yan Xin Meng, Cheng Chen, Mei Jin Su, Lijun Wu
SSRN Electronic Journal .2022;[Epub] CrossRef Machine learning enhances prediction of illness course: a longitudinal study in eating disorders
Ann F. Haynos, Shirley B. Wang, Sarah Lipson, Carol B. Peterson, James E. Mitchell, Katherine A. Halmi, W. Stewart Agras, Scott J. Crow
Psychological Medicine.2021; 51(8): 1392. CrossRef Schizophrenia Classification Using Fuzzy Kernel C-Means
S Hartini, Z Rustam
Journal of Physics: Conference Series.2021; 1752(1): 012039. CrossRef Exploring the Time-efficient Evolutionary-based Feature Selection Algorithms for Speech Data under Stressful Work Condition
Derry Pramono Adi, Lukman Junaedi, Frismanda, Agustinus Bimo Gumelar, Andreas Agung Kristanto
EMITTER International Journal of Engineering Technology.2021; 9(1): 60. CrossRef Advanced EEG-based learning approaches to predict schizophrenia: Promises and pitfalls
Carla Barros, Carlos A. Silva, Ana P. Pinheiro
Artificial Intelligence in Medicine.2021; 114: 102039. CrossRef Predicting alcohol use disorder remission: a longitudinal multimodal multi-featured machine learning approach
Sivan Kinreich, Vivia V. McCutcheon, Fazil Aliev, Jacquelyn L. Meyers, Chella Kamarajan, Ashwini K. Pandey, David B. Chorlian, Jian Zhang, Weipeng Kuang, Gayathri Pandey, Stacey Subbie-Saenz de. Viteri, Meredith W. Francis, Grace Chan, Jessica L. Bourdon,
Translational Psychiatry.2021;[Epub] CrossRef Arı hastalıklarının hibrit bir derin öğrenme yöntemi ile tespiti
Sedat METLEK, Kiyas KAYAALP
Gazi Üniversitesi Mühendislik Mimarlık Fakültesi Dergisi.2021; 36(3): 1715. CrossRef Personalized Characterization of Emotional States in Patients with Bipolar Disorder
Pavel Llamocca, Victoria López, Matilde Santos, Milena Čukić
Mathematics.2021; 9(11): 1174. CrossRef Ensuring patient and public involvement in the transition to AI‐assisted mental health care: A systematic scoping review and agenda for design justice
Teodor Zidaru, Elizabeth M. Morrow, Rich Stockley
Health Expectations.2021; 24(4): 1072. CrossRef Application of machine learning for predicting the outcome of treatment of patients with schizophrenia according to the indicators of «Thrombodynamics» test
O.S. Brusov, O.V. Senko, M.S. Kodryan, A.V. Kuznetsova, I.A. Matveev, I.V. Oleichik, N.S. Karpova, M.I. Faktor, A.V. Aleshenko, S.V. Sizov
Zhurnal nevrologii i psikhiatrii im. S.S. Korsakova.2021; 121(8): 45. CrossRef Natural and Artificial Intelligence: A brief introduction to the interplay between AI and neuroscience research
Tom Macpherson, Anne Churchland, Terry Sejnowski, James DiCarlo, Yukiyasu Kamitani, Hidehiko Takahashi, Takatoshi Hikida
Neural Networks.2021; 144: 603. CrossRef Machine learning for the life-time risk prediction of Alzheimer’s disease: a systematic review
Thomas W Rowe, Ioanna K Katzourou, Joshua O Stevenson-Hoare, Matthew R Bracher-Smith, Dobril K Ivanov, Valentina Escott-Price
Brain Communications.2021;[Epub] CrossRef Sensor-Driven Achieving of Smart Living: A Review
Pitshaporn Leelaarporn, Patcharapol Wachiraphan, Thitikorn Kaewlee, Tinnakit Udsa, Rattanaphon Chaisaen, Tanut Choksatchawathi, Rawipreeya Laosirirat, Payongkit Lakhan, Phantharach Natnithikarat, Kamonwan Thanontip, Wei Chen, Subhas Chandra Mukhopadhyay,
IEEE Sensors Journal.2021; 21(9): 10369. CrossRef Machine learning methods in psychiatry: a brief introduction
Zhirou Zhou, Tsung-Chin Wu, Bokai Wang, Hongyue Wang, Xin M Tu, Changyong Feng
General Psychiatry.2020; 33(1): e100171. CrossRef Random Forest Classification of Alcohol Use Disorder Using fMRI Functional Connectivity, Neuropsychological Functioning, and Impulsivity Measures
Chella Kamarajan, Babak A. Ardekani, Ashwini K. Pandey, Sivan Kinreich, Gayathri Pandey, David B. Chorlian, Jacquelyn L. Meyers, Jian Zhang, Elaine Bermudez, Arthur T. Stimus, Bernice Porjesz
Brain Sciences.2020; 10(2): 115. CrossRef Artificial intelligence with multi-functional machine learning platform development for better healthcare and precision medicine
Zeeshan Ahmed, Khalid Mohamed, Saman Zeeshan, XinQi Dong
Database.2020;[Epub] CrossRef Random Forest Classification of Alcohol Use Disorder Using EEG Source Functional Connectivity, Neuropsychological Functioning, and Impulsivity Measures
Chella Kamarajan, Babak A. Ardekani, Ashwini K. Pandey, David B. Chorlian, Sivan Kinreich, Gayathri Pandey, Jacquelyn L. Meyers, Jian Zhang, Weipeng Kuang, Arthur T. Stimus, Bernice Porjesz
Behavioral Sciences.2020; 10(3): 62. CrossRef An Exploratory Study of the Research on Caregiver Depression: Using Bibliometrics and LDA Topic Modeling
Soyoung Choi, JooYoung Seo
Issues in Mental Health Nursing.2020; 41(7): 592. CrossRef Utilization of machine learning to test the impact of cognitive processing and emotion recognition on the development of PTSD following trauma exposure
Mareike Augsburger, Isaac R. Galatzer-Levy
BMC Psychiatry.2020;[Epub] CrossRef Musculoskeletal Abnormality Detection in Medical Imaging Using GnCNNr (Group Normalized Convolutional Neural Networks with Regularization)
Mukul Goyal, Rishabh Malik, Deepika Kumar, Siddhant Rathore, Rahul Arora
SN Computer Science.2020;[Epub] CrossRef A REVIEW ON MACHINE LEARNING TECHNIQUES FOR ADVANCED HEALTH CARE SYSTEMS
International Journal of Engineering Sciences & Research Technology.2020; 9(11): 1. CrossRef Technology Use for Adolescent Health and Wellness
Ana Radovic, Sherif M. Badawy
Pediatrics.2020; 145(Supplement): S186. CrossRef Artificial Intelligence and Machine Learning in Pathology: The Present Landscape of Supervised Methods
Hooman H. Rashidi, Nam K. Tran, Elham Vali Betts, Lydia P. Howell, Ralph Green
Academic Pathology.2019; 6: 2374289519873088. CrossRef
|