Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Study

Year of publication

2021

Authors

Asare, Kennedy Opoku; Terhorst, Yannik; Vega, Julio; Peltonen, Ella; Lagerspetz, Eemil; Ferreira, Denzil

Organizations and authors

University of Oulu

Teixeira Ferreira Denzil

Peltonen Ella

Opoku Asare Kennedy

University of Helsinki

Lagerspetz Eemil

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Journal/Series

JMIR mhealth and uhealth

Parent publication name

JMIR mhealth and uhealth

Issue

Article number

e26540

ISSN

2291-5222

Publication forum

76987

Publication forum level

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Fully open publication channel

Self-archived

Yes

Other information

Fields of science

Computer and information sciences

Keywords

[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Publication country

Canada

Internationality of the publisher

International

Language

English

International co-publication

Yes

Co-publication with a company

DOI

10.2196/26540

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes