Javzmaa Tsend, Akhyt Tilyeubai, Bayarmaa Vaanchindor and Galbadrakh Chuluunbaatar
Adv. Artif. Intell. Mach. Learn., 3 (4):1743-1757
Javzmaa Tsend : Mongolian National University of Medical Sciences works
Akhyt Tilyeubai : Department of Physics & Medical Informatics, School of Biomedicine, Mongolian National University of Medical Sciences, Mongolia
Bayarmaa Vaanchindor : NATIONAL CENTER FOR MENTAL HEALTH
Galbadrakh Chuluunbaatar : Department of Physics and Informatics School of Biomedicine, Mongolian National University of Medical Sciences
DOI: https://dx.doi.org/10.54364/AAIML.2023.11100
Article History: Received on: 20-Oct-23, Accepted on: 14-Dec-23, Published on: 27-Dec-23
Corresponding Author: Javzmaa Tsend
Email: javzmaa.ts@mnums.edu.mn
Citation: AKHYT TILYEUBAI, Javzmaa Tsend, Bayarmaa Vaanchindorj, Galbadrakh Chuluunbaatar, Baasandorj Chilkhaasuren, Ajnai Luvsan-Ish, Jargalbat Puntsagdash, Purevdolgor Luvsantseren, Bat-Enkh Oyunbile (2023). SIGNIFICANCE STATISTICAL TEST ANALYSIS ON CLASSIFICATION MODELS OF ADOLESCENT’S EMOTIONAL PROBLEMS. Adv. Artif. Intell. Mach. Learn., 3 (4 ):1743-1757
In many countries,
research is being conducted to generate effective knowledge from big data using
data mining methods. These methods have been tested on data such as air
pollution, diabetes, cardiovascular, adolescent emotions, etc., creating
valuable knowledge and contributing to the field of health sciences in
Mongolia. We tested the decision tree algorithms on the data of children under
five years of age and PM10 and PM2.5 fine particles for each month of 2019-2020 [PS1] [J2] , and the C50 method was highly effective in
building and evaluating classification tree models.
Globally, one in seven people between
the ages of 10 and 19 have a mental disorder, which is 13% of adolescents. The
main causes of illness and disability in adolescents is depression, anxiety and
behavioural disorders [1]. On the report Mental Health System's in
Mongolia of World Health Organization, for Mongolia, special attention needs to
be given to develop professional competence and services in the area adolescent
mental health and considered the need to expand mental health research and
publish articles in indexed journals [PS3] [J4] [2]. Considered the need to expand mental health
research and publish scientific articles in indexed journals.
Consequently, the SDQ were taken from
students, class teachers and parents of the 6-12th grade of Govi-Altai Province
to evaluate the student’s emotions and created student, parent-guardian, and
teacher evaluation databases.
When divide the student evaluation database into ten using cross-validation and create the models by C50, Bayes, Ripper methods, evaluate by measures such as sensitivity, specificity, accuracy, Bayes method model showed good result.
[J2]We had reported about previous research
work. This
source is irrelevant
[PS3]Citation,
source:
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4392724/
[J4][1] source cited from the main WHO
site
[2]
source cited
from 2006 WHO Mental Health Report in Mongolia.