US 11,742,090 B2
Method for estimating mental health and providing solution for mental health by learning psychological data and physical data based on machine learning and mental health estimating device using the same
Jeong Ho Seok, Seongnam-Si (KR); Su A. Jang, Seoul (KR); Sun Woo Choi, Seoul (KR); Tae Jung Kim, Busan (KR); Chang Hyun Kim, Seoul (KR); and Ryun Sup Ahn, Gwangju (KR)
Assigned to MINDSAI CO., LTD., Seoul (KR); and INDUSTRY-ACADEMIC COOPERATION FOUNDATION, YONSEI UNIVERSITY, Seoul (KR)
Filed by MINDSAI CO., LTD., Seoul (KR); and INDUSTRY-ACADEMIC COOPERATION FOUNDATION, YONSEI UNIVERSITY, Seoul (KR)
Filed on Jul. 29, 2022, as Appl. No. 17/876,962.
Application 17/876,962 is a continuation of application No. PCT/KR2021/007556, filed on Jun. 16, 2021.
Claims priority of application No. 10-2021-0016379 (KR), filed on Feb. 4, 2021.
Prior Publication US 2022/0367065 A1, Nov. 17, 2022
Int. Cl. G16H 50/30 (2018.01); G06N 20/00 (2019.01); G01N 33/53 (2006.01); G01N 33/74 (2006.01)
CPC G16H 50/30 (2018.01) [G01N 33/53 (2013.01); G01N 33/74 (2013.01); G06N 20/00 (2019.01)] 26 Claims
 
1. A method for estimating mental health and providing a solution for mental health by learning psychological data and biological data based on machine learning, the method comprising:
(a) acquiring, by a mental health estimating device, psychological data for testing and biological data for testing of a test subject from a terminal of the test subject in a state in which a first estimated model is learned by referring to estimated mental health data for learning output from the first estimated model and ground truth (GT) mental health data corresponding to the estimated mental health data, after psychological data for learning and biological data for learning of a plurality of learning subjects are input to the first estimated model; and
(b) inputting, by the mental health estimating device, the psychological data for testing and the biological data for testing to the first estimated model to allow the first estimated model to output estimated mental health data for testing; and
(c) providing, by a second estimated model, a specific solution for mental health that includes estimated drug treatment data for testing and estimated psychotherapy data for testing for a specific psychotherapy process for a specific drug treatment process, which are to be applied to the test subject during the drug treatment process and the psychotherapy process, by inputting the estimated mental health data for testing by the mental health estimating device to the second estimated model.