Can We Predict Psychiatric Disorders at the Adolescence Period in Toddlers? A Machine Learning Approach

Usta, Mirac Baris; Karabekiroglu, Koray; SAY, Gökçe Nur; Gümüş, Yusuf Yasin; Sahin, Berkan; Bozkurt, Abdullah; Karaosman, Tolga; Aral, Armagan; Cobanoglu, Cansu; Kurt, Aysegul Duman; Kesim, Neriman; Sahin, Irem; Aydin, Muazzez

doi:10.5455/pbs.20190806125540

Makale Tam Makale Uluslararası 2020

Can We Predict Psychiatric Disorders at the Adolescence Period in Toddlers? A Machine Learning Approach

Mirac Baris Usta, Koray Karabekiroglu, Gökçe Nur SAY, Yusuf Yasin Gümüş, Berkan Sahin, Abdullah Bozkurt, Tolga Karaosman, Armagan Aral, Cansu Cobanoglu, Aysegul Duman Kurt, Neriman Kesim, Irem Sahin, Muazzez Aydin

PSYCHIATRY AND BEHAVIORAL SCIENCES Cilt 10 · Sayı 1 · ss. 7–12 · 01.01.2020

DOI ile aç

Özet

Objective: Recent studies show emotional and behavioral problems in toddler hood affecting later stages of development. However, the predictive factors for psychiatric disorders were not studied with machine learning methods. We aimed to examine the predictors of outcome with machine learning methods, which are novel computational methods including statistical estimation, information theories, and mathematical learning automatically discovering useful patterns in large amounts of data.

Anahtar kelimeler

CHILDREN artificial intelligence CLASSIFICATION child psychiatry BEHAVIOR CHILDHOOD PREDICTION ASSOCIATIONS perspectives Supervised learning DEVELOPMENTAL PATHWAYS EMOTIONAL-PROBLEMS SLEEP PROBLEMS

Atıf için künye

Usta, M. B., Karabekiroglu, K., SAY, G. N., Gümüş, Y. Y., Sahin, B., Bozkurt, A., Karaosman, T., Aral, A., Cobanoglu, C., Kurt, A. D., Kesim, N., Sahin, I., & Aydin, M. (2020). Can We Predict Psychiatric Disorders at the Adolescence Period in Toddlers? A Machine Learning Approach. PSYCHIATRY AND BEHAVIORAL SCIENCES, 10(1), 7–12. https://doi.org/10.5455/pbs.20190806125540

BibTeX

@article{usta2020-245297,
  author = {Usta, Mirac Baris and Karabekiroglu, Koray and SAY, Gökçe Nur and Gümüş, Yusuf Yasin and Sahin, Berkan and Bozkurt, Abdullah and Karaosman, Tolga and Aral, Armagan and Cobanoglu, Cansu and Kurt, Aysegul Duman and Kesim, Neriman and Sahin, Irem and Aydin, Muazzez},
  title = {Can We Predict Psychiatric Disorders at the Adolescence Period in Toddlers? A Machine Learning Approach},
  journal = {PSYCHIATRY AND BEHAVIORAL SCIENCES},
  year = {2020},
  volume = {10},
  number = {1},
  pages = {7--12},
  issn = {2636-834X},
  doi = {10.5455/pbs.20190806125540},
  url = {https://akademik.atauni.edu.tr/yayinlar/245297-can-we-predict-psychiatric-disorders-at-the-adolescence-period-in-toddlers-a}
}