Machine Learning based Psychology: Advocating for A Data-Driven Approach.
作者信息
Vélez Jorge I
机构信息
Universidad del Norte, Barranquilla, Colombia. Universidad del Norte Universidad del Norte Barranquilla Colombia.
出版信息
Int J Psychol Res (Medellin). 2021 Jan-Jun;14(1):6-11. doi: 10.21500/20112084.5365.
Abstract
摘要
相似文献
1
Machine Learning based Psychology: Advocating for A Data-Driven Approach.
Int J Psychol Res (Medellin). 2021 Jan-Jun;14(1):6-11. doi: 10.21500/20112084.5365.
2
Machine Learning Approaches for Clinical Psychology and Psychiatry.
Annu Rev Clin Psychol. 2018 May 7;14:91-118. doi: 10.1146/annurev-clinpsy-032816-045037. Epub 2018 Jan 29.
3
Prediction of In-hospital Mortality in Emergency Department Patients With Sepsis: A Local Big Data-Driven, Machine Learning Approach.
Acad Emerg Med. 2016 Mar;23(3):269-78. doi: 10.1111/acem.12876. Epub 2016 Feb 13.
4
Machine Learning and Psychological Research: The Unexplored Effect of Measurement.
Perspect Psychol Sci. 2020 May;15(3):809-816. doi: 10.1177/1745691620902467. Epub 2020 Apr 29.
5
A data-driven approach to predicting diabetes and cardiovascular disease with machine learning.
BMC Med Inform Decis Mak. 2019 Nov 6;19(1):211. doi: 10.1186/s12911-019-0918-5.
6
Machine Learning in Clinical Psychology and Psychotherapy Education: A Mixed Methods Pilot Survey of Postgraduate Students at a Swiss University.
Front Public Health. 2021 Apr 9;9:623088. doi: 10.3389/fpubh.2021.623088. eCollection 2021.
7
Rise of the machines? Machine learning approaches and mental health: opportunities and challenges.
Br J Psychiatry. 2018 Sep;213(3):509-510. doi: 10.1192/bjp.2018.105.
8
Data-driven modeling and prediction of blood glucose dynamics: Machine learning applications in type 1 diabetes.
Artif Intell Med. 2019 Jul;98:109-134. doi: 10.1016/j.artmed.2019.07.007. Epub 2019 Jul 26.
9
Machine learning and big data analytics in bipolar disorder: A position paper from the International Society for Bipolar Disorders Big Data Task Force.
Bipolar Disord. 2019 Nov;21(7):582-594. doi: 10.1111/bdi.12828. Epub 2019 Sep 18.
10
Optimization of classification and regression analysis of four monoclonal antibodies from Raman spectra using collaborative machine learning approach.
Talanta. 2018 Jul 1;184:260-265. doi: 10.1016/j.talanta.2018.02.109. Epub 2018 Mar 8.
引用本文的文献
1
Uncovering the Genetic and Molecular Features of Huntington's Disease in Northern Colombia.
Int J Mol Sci. 2023 Nov 10;24(22):16154. doi: 10.3390/ijms242216154.
2
Prediction of subjective cognitive decline after corpus callosum infarction by an interpretable machine learning-derived early warning strategy.
Front Neurol. 2023 Jun 9;14:1123607. doi: 10.3389/fneur.2023.1123607. eCollection 2023.
3
Meaningful engagement: A crossfunctional framework for digital therapeutics.
Front Digit Health. 2022 Aug 11;4:890081. doi: 10.3389/fdgth.2022.890081. eCollection 2022.
4
Phenomics: A Way to Increase and Refine Treatment Options in Psychopathology.
Int J Psychol Res (Medellin). 2021 Jul-Dec;14(2):6-8. doi: 10.21500/20112084.5659.
5
Impulsive and Omission Errors: Potential Temporal Processing Endophenotypes in ADHD.
Brain Sci. 2021 Sep 15;11(9):1218. doi: 10.3390/brainsci11091218.
6
Utility of a Short Neuropsychological Protocol for Detecting HIV-Associated Neurocognitive Disorders in Patients with Asymptomatic HIV-1 Infection.
Brain Sci. 2021 Aug 4;11(8):1037. doi: 10.3390/brainsci11081037.
7
, and : Linkage and Association with Working Memory and Perceptual Organization Candidate Endophenotypes in ADHD.
Brain Sci. 2021 Jun 26;11(7):854. doi: 10.3390/brainsci11070854.
本文引用的文献
1
The impact of psychopathology, social adversity and stress-relevant DNA methylation on prospective risk for post-traumatic stress: A machine learning approach.
J Affect Disord. 2021 Mar 1;282:894-905. doi: 10.1016/j.jad.2020.12.076. Epub 2020 Dec 24.
2
Homo digitalis and Contemporary Psychology.
Int J Psychol Res (Medellin). 2019 Jul-Dec;12(2):6-7. doi: 10.21500/20112084.4260.
3
Genogram: tool for exploring and improving biomedical and psychological research.
Int J Psychol Res (Medellin). 2017 Jul-Dec;10(2):6-7. doi: 10.21500/20112084.3177.
4
Chikungunya outbreak (2015) in the Colombian Caribbean: Latent classes and gender differences in virus infection.
PLoS Negl Trop Dis. 2020 Jun 3;14(6):e0008281. doi: 10.1371/journal.pntd.0008281. eCollection 2020 Jun.
5
How Is Temporal Processing Affected in Children with Attention-deficit/hyperactivity Disorder?
Dev Neuropsychol. 2020 Jul;45(4):246-261. doi: 10.1080/87565641.2020.1764566. Epub 2020 May 15.
6
Machine Learning and Psychological Research: The Unexplored Effect of Measurement.
Perspect Psychol Sci. 2020 May;15(3):809-816. doi: 10.1177/1745691620902467. Epub 2020 Apr 29.
7
Precision Psychiatry Applications with Pharmacogenomics: Artificial Intelligence and Machine Learning Approaches.
Int J Mol Sci. 2020 Feb 1;21(3):969. doi: 10.3390/ijms21030969.
8
Machine Learning in Psychometrics and Psychological Research.
Front Psychol. 2020 Jan 10;10:2970. doi: 10.3389/fpsyg.2019.02970. eCollection 2019.
9
Evaluating the reliability of neurocognitive biomarkers of neurodegenerative diseases across countries: A machine learning approach.
Neuroimage. 2020 Mar;208:116456. doi: 10.1016/j.neuroimage.2019.116456. Epub 2019 Dec 10.
10
Prediction of future cognitive impairment among the community elderly: A machine-learning based approach.
Sci Rep. 2019 Mar 4;9(1):3335. doi: 10.1038/s41598-019-39478-7.
Zotero 插件