Advanced EEG-based learning approaches to predict schizophrenia: Promises and pitfalls
出版年份 2021 全文链接
标题
Advanced EEG-based learning approaches to predict schizophrenia: Promises and pitfalls
作者
关键词
Classification, Deep learning, EEG, Machine learning, Prediction, Schizophrenia
出版物
ARTIFICIAL INTELLIGENCE IN MEDICINE
Volume 114, Issue -, Pages 102039
出版商
Elsevier BV
发表日期
2021-02-21
DOI
10.1016/j.artmed.2021.102039
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- EEG classification across sessions and across subjects through transfer learning in motor imagery-based brain-machine interface system
- (2020) Minmin Zheng et al. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
- A State-of-the-Art Survey on Deep Learning Theory and Architectures
- (2019) Md Zahangir Alom et al. Electronics
- Machine learning in mental health: a scoping review of methods and applications
- (2019) Adrian B. R. Shatte et al. PSYCHOLOGICAL MEDICINE
- Relative Importance of Symptoms, Cognition, and Other Multilevel Variables for Psychiatric Disease Classifications by Machine Learning
- (2019) Julie Walsh-Messinger et al. PSYCHIATRY RESEARCH
- Deep learning for Electroencephalogram (EEG) classification tasks: A review
- (2019) Alexander Craik et al. Journal of Neural Engineering
- Staging model in psychiatry: Review of the evolution of electroencephalography abnormalities in major psychiatric disorders
- (2019) Suzie Lavoie et al. Early Intervention in Psychiatry
- Discriminating schizophrenia disease progression using a P50 sensory gating task with dense-array EEG, clinical assessments, and cognitive tests
- (2019) Yu Luo et al. Expert Review of Neurotherapeutics
- Differentiation of Schizophrenia by Combining the Spatial EEG Brain Network Patterns of Rest and Task P300
- (2019) Fali Li et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Diagnosis of Human Psychological Disorders using Supervised Learning and Nature-Inspired Computing Techniques: A Meta-Analysis
- (2019) Prableen Kaur et al. JOURNAL OF MEDICAL SYSTEMS
- Review of Machine Learning Algorithms for Diagnosing Mental Illness
- (2019) Gyeongcheol Cho et al. Psychiatry Investigation
- Automated detection of schizophrenia using nonlinear signal processing methods
- (2019) V. Jahmunah et al. ARTIFICIAL INTELLIGENCE IN MEDICINE
- EEG Classification During Scene Free-Viewing for Schizophrenia Detection
- (2019) Christ Devia et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Deep Convolutional Neural Network Model for Automated Diagnosis of Schizophrenia Using EEG Signals
- (2019) Shu Lih Oh et al. Applied Sciences-Basel
- Detecting schizophrenia early: Prediagnosis healthcare utilization characteristics of patients with schizophrenia may aid early detection
- (2019) Anna Wallace et al. SCHIZOPHRENIA RESEARCH
- Using machine learning to explain the heterogeneity of schizophrenia. Realizing the promise and avoiding the hype
- (2019) Neeraj Tandon et al. SCHIZOPHRENIA RESEARCH
- EEG-Based Brain Functional Connectivity in First-Episode Schizophrenia Patients, Ultra-High-Risk Individuals, and Healthy Controls During P50 Suppression
- (2019) Qi Chang et al. Frontiers in Human Neuroscience
- 40-Hz auditory steady-state responses and the complex information processing: An exploratory study in healthy young males
- (2019) Vykinta Parciauskaite et al. PLoS One
- Machine Learning Approaches for Clinical Psychology and Psychiatry
- (2018) Dominic B. Dwyer et al. Annual Review of Clinical Psychology
- Deep learning for healthcare applications based on physiological signals: A review
- (2018) Oliver Faust et al. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
- Methods for interpreting and understanding deep neural networks
- (2018) Grégoire Montavon et al. DIGITAL SIGNAL PROCESSING
- A review of classification algorithms for EEG-based brain–computer interfaces: a 10 year update
- (2018) F Lotte et al. Journal of Neural Engineering
- Structural and functional brain abnormalities in schizophrenia: A cross-sectional study at different stages of the disease
- (2018) Chao Zhao et al. PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY
- Classification of Bipolar Disorder and Schizophrenia Using Steady-State Visual Evoked Potential Based Features
- (2018) Fatemeh Alimardani et al. IEEE Access
- Auditory N100 gating in patients with schizophrenia: A systematic meta-analysis
- (2018) Timm Rosburg CLINICAL NEUROPHYSIOLOGY
- Neural correlates of global and specific cognitive deficits in schizophrenia
- (2018) Robert J. Jirsaraie et al. SCHIZOPHRENIA RESEARCH
- Predicting prognosis in patients with first-episode psychosis using auditory P300: A 1-year follow-up study
- (2018) Silvia Kyungjin Lho et al. CLINICAL NEUROPHYSIOLOGY
- Using EEG-Guided Basket and Umbrella Trials in Psychiatry: A Precision Medicine Approach for Cognitive Impairment in Schizophrenia
- (2018) Yash B. Joshi et al. Frontiers in Psychiatry
- Deep learning with convolutional neural networks for EEG decoding and visualization
- (2017) Robin Tibor Schirrmeister et al. HUMAN BRAIN MAPPING
- Theranostic Biomarkers for Schizophrenia
- (2017) Matea Perkovic et al. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES
- Schizophrenia: A review of potential biomarkers
- (2017) Daniela Rodrigues-Amorim et al. JOURNAL OF PSYCHIATRIC RESEARCH
- Advances in Cognitive Engineering Using Neural Networks
- (2017) Minho Lee et al. NEURAL NETWORKS
- Cross-validation failure: Small sample sizes lead to large error bars
- (2017) Gaël Varoquaux NEUROIMAGE
- A quantitative approach to neuropsychiatry: The why and the how
- (2017) Martien J. Kas et al. NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS
- Meta-analysis of functional magnetic resonance imaging studies of timing and cognitive control in schizophrenia and bipolar disorder: Evidence of a primary time deficit
- (2017) Irene Alústiza et al. SCHIZOPHRENIA RESEARCH
- Task and resting-state fMRI studies in first-episode schizophrenia: A systematic review
- (2017) Tumbwene E. Mwansisya et al. SCHIZOPHRENIA RESEARCH
- Improving individual predictions: Machine learning approaches for detecting and attacking heterogeneity in schizophrenia (and other psychiatric diseases)
- (2017) Hugo G. Schnack SCHIZOPHRENIA RESEARCH
- Association of Sensory Processing With Higher-Order Cognition and Functioning in Schizophrenia
- (2017) Sophia Vinogradov et al. JAMA Psychiatry
- Auditory prediction errors as individual biomarkers of schizophrenia
- (2017) J.A. Taylor et al. NeuroImage-Clinical
- Sensory prediction errors in the continuum of psychosis
- (2017) R. Randeniya et al. SCHIZOPHRENIA RESEARCH
- Mismatch negativity (MMN) as biomarker predicting psychosis in clinically at-risk individuals
- (2016) Risto Näätänen et al. BIOLOGICAL PSYCHOLOGY
- Biomarkers for drug development in early psychosis: Current issues and promising directions
- (2016) Donald C. Goff et al. EUROPEAN NEUROPSYCHOPHARMACOLOGY
- The Societal Cost of Schizophrenia: A Systematic Review
- (2016) Huajie Jin et al. PHARMACOECONOMICS
- A Meta-analytic Review of Auditory Event-Related Potential Components as Endophenotypes for Schizophrenia: Perspectives From First-Degree Relatives
- (2016) Holly A. Earls et al. SCHIZOPHRENIA BULLETIN
- Machine-learning-based diagnosis of schizophrenia using combined sensor-level and source-level EEG features
- (2016) Miseon Shim et al. SCHIZOPHRENIA RESEARCH
- Electrophysiological Endophenotypes for Schizophrenia
- (2016) Emily M. Owens et al. HARVARD REVIEW OF PSYCHIATRY
- The 40-Hz Auditory Steady-State Response in Patients With Schizophrenia
- (2016) Hanna Thuné et al. JAMA Psychiatry
- Future clinical uses of neurophysiological biomarkers to predict and monitor treatment response for schizophrenia
- (2015) Gregory A. Light et al. Annals of the New York Academy of Sciences
- Forecasting Psychosis by Event-Related Potentials—Systematic Review and Specific Meta-Analysis
- (2015) Mitja Bodatsch et al. BIOLOGICAL PSYCHIATRY
- Mismatch negativity (MMN) deficiency: A break-through biomarker in predicting psychosis onset
- (2015) Risto Näätänen et al. INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY
- Auditory verbal hallucinations in bipolar disorder (BD) and major depressive disorder (MDD): A systematic review
- (2015) Wei Lin Toh et al. JOURNAL OF AFFECTIVE DISORDERS
- Deep learning
- (2015) Yann LeCun et al. NATURE
- Social cognition in schizophrenia
- (2015) Michael F. Green et al. NATURE REVIEWS NEUROSCIENCE
- Deep learning in neural networks: An overview
- (2015) Jürgen Schmidhuber NEURAL NETWORKS
- Factor structure and heritability of endophenotypes in schizophrenia: Findings from the Consortium on the Genetics of Schizophrenia (COGS-1)
- (2015) Larry J. Seidman et al. SCHIZOPHRENIA RESEARCH
- Deep Neural Networks: A New Framework for Modeling Biological Vision and Brain Information Processing
- (2015) Nikolaus Kriegeskorte Annual Review of Vision Science
- Toward the future of psychiatric diagnosis: the seven pillars of RDoC
- (2013) Bruce N Cuthbert et al. BMC Medicine
- Multidimensional Analysis of the Abnormal Neural Oscillations Associated With Lexical Processing in Schizophrenia
- (2013) Tingting Xu et al. CLINICAL EEG AND NEUROSCIENCE
- Biomarkers in Schizophrenia: A Brief Conceptual Consideration
- (2013) Cynthia S. Weickert et al. DISEASE MARKERS
- Review of neurophysiological findings in patients with schizophrenia
- (2013) Toshiaki Onitsuka et al. PSYCHIATRY AND CLINICAL NEUROSCIENCES
- Psychiatric comorbidity among adults with schizophrenia: A latent class analysis
- (2013) Jack Tsai et al. PSYCHIATRY RESEARCH
- Critical Evaluation of Auditory Event-Related Potential Deficits in Schizophrenia: Evidence From Large-Scale Single-Subject Pattern Classification
- (2013) Andres H. Neuhaus et al. SCHIZOPHRENIA BULLETIN
- A Review of Recent Literature Employing Electroencephalographic Techniques to Study the Pathophysiology, Phenomenology, and Treatment Response of Schizophrenia
- (2013) Gary Marcel Hasey et al. Current Psychiatry Reports
- Schizophrenia Is a Cognitive Illness
- (2013) René S. Kahn et al. JAMA Psychiatry
- Neurobiology of Schizophrenia: Search for the Elusive Correlation with Symptoms
- (2012) Daniel H. Mathalon et al. Frontiers in Human Neuroscience
- An updated and conservative systematic review and meta-analysis of epidemiological evidence on psychotic experiences in children and adults: on the pathway from proneness to persistence to dimensional expression across mental disorders
- (2012) R. J. Linscott et al. PSYCHOLOGICAL MEDICINE
- Introduction: The Extended Psychosis Phenotype--Relationship With Schizophrenia and With Ultrahigh Risk Status for Psychosis
- (2012) J. van Os et al. SCHIZOPHRENIA BULLETIN
- Social Cognition in Schizophrenia, Part 1: Performance Across Phase of Illness
- (2011) Michael F. Green et al. SCHIZOPHRENIA BULLETIN
- Research Domain Criteria (RDoC): Toward a New Classification Framework for Research on Mental Disorders
- (2010) Thomas Insel et al. AMERICAN JOURNAL OF PSYCHIATRY
- A Roadmap for the Development and Validation of Event-Related Potential Biomarkers in Schizophrenia Research
- (2010) Steven J. Luck et al. BIOLOGICAL PSYCHIATRY
- The ‘continuum of psychosis’: scientifically unproven and clinically impractical
- (2010) Stephen M. Lawrie et al. BRITISH JOURNAL OF PSYCHIATRY
- The N1 auditory evoked potential component as an endophenotype for schizophrenia: high-density electrical mapping in clinically unaffected first-degree relatives, first-episode, and chronic schizophrenia patients
- (2010) John J. Foxe et al. EUROPEAN ARCHIVES OF PSYCHIATRY AND CLINICAL NEUROSCIENCE
- Early signs, diagnosis and therapeutics of the prodromal phase of schizophrenia and related psychotic disorders
- (2010) Molly K Larson et al. Expert Review of Neurotherapeutics
- Rethinking schizophrenia
- (2010) Thomas R. Insel NATURE
- Abnormal neural oscillations and synchrony in schizophrenia
- (2010) Peter J. Uhlhaas et al. NATURE REVIEWS NEUROSCIENCE
- When Doors of Perception Close: Bottom-up Models of Disrupted Cognition in Schizophrenia
- (2009) Daniel C. Javitt Annual Review of Clinical Psychology
- Entropy and complexity measures for EEG signal classification of schizophrenic and control participants
- (2009) Malihe Sabeti et al. ARTIFICIAL INTELLIGENCE IN MEDICINE
- Role of biomarkers and endophenotypes in prevention and treatment of psychopathological disorders
- (2009) Theodore P Beauchaine Biomarkers in Medicine
- Delusions, illusions and hallucinations in epilepsy: 1. Elementary phenomena
- (2009) Brent Elliott et al. EPILEPSY RESEARCH
- Differential maturation of brain signal complexity in the human auditory and visual system
- (2009) Sarah Lippe Frontiers in Human Neuroscience
- The P300 as a possible endophenotype for schizophrenia and bipolar disorder: Evidence from twin and patient studies
- (2009) Patricia E.G. Bestelmeyer et al. PSYCHIATRY RESEARCH
- The Early Auditory Gamma-Band Response Is Heritable and a Putative Endophenotype of Schizophrenia
- (2009) M.-H. Hall et al. SCHIZOPHRENIA BULLETIN
- Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
- (2009) David Moher et al. PLOS MEDICINE
- Abnormal Auditory N100 Amplitude: A Heritable Endophenotype in First-Degree Relatives of Schizophrenia Probands
- (2008) Bruce I. Turetsky et al. BIOLOGICAL PSYCHIATRY
- Reduced auditory evoked potential component N100 in schizophrenia — A critical review
- (2008) Timm Rosburg et al. PSYCHIATRY RESEARCH
- Profile of auditory information-processing deficits in schizophrenia
- (2008) Bruce I. Turetsky et al. PSYCHIATRY RESEARCH
- A systematic review and meta-analysis of the psychosis continuum: evidence for a psychosis proneness–persistence–impairment model of psychotic disorder
- (2008) J. van Os et al. PSYCHOLOGICAL MEDICINE
- Event-Related EEG Time-Frequency Analysis: An Overview of Measures and An Analysis of Early Gamma Band Phase Locking in Schizophrenia
- (2008) B. J. Roach et al. SCHIZOPHRENIA BULLETIN
- Psychiatric Comorbidities and Schizophrenia
- (2008) P. F. Buckley et al. SCHIZOPHRENIA BULLETIN
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