Applying Machine-Learning Techniques to Build Self-reported Depression Prediction Models

被引:10
作者
Choi, Jeeyae [1 ]
Choi, Jeungok [2 ]
Jung, Hee-Tae [2 ]
机构
[1] Univ North Carolina Wilmington, Coll Hlth & Human Serv, Sch Nursing, 601 S Coll Rd, Wilmington, NC 28403 USA
[2] Univ Massachusetts Amherst, Amherst, MA USA
基金
美国国家卫生研究院;
关键词
BIG DATA; DATA SCIENCE;
D O I
10.1097/CIN.0000000000000463
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
[No abstract available]
引用
收藏
页码:317 / 321
页数:5
相关论文
共 30 条
[1]  
American Association of Suicidology, 2014, US SUIC 2014 OFF FIN
[2]  
[Anonymous], NAT SOC LIF HLTH AG
[3]  
[Anonymous], 2021, LEAD CAUS DEATH FEM
[4]   Introduction to semi-supervised learning [J].
Goldberg, Xiaojin .
Synthesis Lectures on Artificial Intelligence and Machine Learning, 2009, 6 :1-116
[5]  
[Anonymous], 2012, MACHINE LEARNING PRO
[6]  
Asar Y, 2016, COMMUNICATIONS STAT, V46, P6538
[7]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[8]   Nursing Needs Big Data and Big Data Needs Nursing [J].
Brennan, Patricia Flatley ;
Bakken, Suzanne .
JOURNAL OF NURSING SCHOLARSHIP, 2015, 47 (05) :477-484
[9]   Prevalence of depressive symptoms and syndromes in later life in ten European countries - The SHARE study [J].
Castro-Costa, E. ;
Dewey, M. ;
Stewart, R. ;
Banerjee, S. ;
Huppert, F. ;
Mendonca-Lima, C. ;
Bula, C. ;
Reisches, F. ;
Wancata, J. ;
Ritchie, K. ;
Tsolaki, M. ;
Mateos, R. ;
Prince, M. .
BRITISH JOURNAL OF PSYCHIATRY, 2007, 191 :393-401
[10]   A comparative study of logistic model tree, random forest, and classification and regression tree models for spatial prediction of landslide susceptibility [J].
Chen, Wei ;
Xie, Xiaoshen ;
Wang, Jiale ;
Pradhan, Biswajeet ;
Hong, Haoyuan ;
Bui, Dieu Tien ;
Duan, Zhao ;
Ma, Jianquan .
CATENA, 2017, 151 :147-160