Skip to main content
Top

2020 | OriginalPaper | Chapter

A Development of Adolescent Depression Screening Using Naïve Bayes Classifier Algorithm

Authors : Samuel Garbo, Ha-Yeong Kim, Syntia Widyayuningtias Putri, Ermal Elbasani, Hye-Sun Ahn, Jeong-Dong Kim

Published in: Advances in Computer Science and Ubiquitous Computing

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Adolescent depression is a prevalent cause of illness and disability for teenagers. Getting treatment at the earliest sign helps prevent depression from worsening. Depression symptoms can be difficult to tell apart from ups and downs that are part of adolescence thus not being able to contact a professional at the earliest sign. Smartphone applications, are easily available to users of all ages. With an Android application we propose an easily accessible depression screening method for adolescents. Using a widely used depression scale and Naïve Bayes classifier, we compare previous data to the current situation of the user to produce an estimation of the user’s situation.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
2.
go back to reference Kessler, R.C., Chiu, W.T., Demler, O., Merikangas, K.R., Walters, E.E.: Prevalence, severity, and comorbidity of 12-month DSM-IV disorders in the National Comorbidity Survey Replication. Arch. Gen. Psychiatry 62(6), 17–27 (2005) Kessler, R.C., Chiu, W.T., Demler, O., Merikangas, K.R., Walters, E.E.: Prevalence, severity, and comorbidity of 12-month DSM-IV disorders in the National Comorbidity Survey Replication. Arch. Gen. Psychiatry 62(6), 17–27 (2005)
3.
go back to reference Vardanyan, A.: Risk Factor and Prevalence of Adolescent Depression in Yerevan, pp. 30–37. School of Public Health American University of Armenia (2013) Vardanyan, A.: Risk Factor and Prevalence of Adolescent Depression in Yerevan, pp. 30–37. School of Public Health American University of Armenia (2013)
4.
go back to reference Sajatovic, M., Chen, P., Young, R.C.: Rating scales in bipolar disorder. In: Clinical Trial Design Challenges in Mood Disorder, pp. 105–136 (2015). (Chap. 9)CrossRef Sajatovic, M., Chen, P., Young, R.C.: Rating scales in bipolar disorder. In: Clinical Trial Design Challenges in Mood Disorder, pp. 105–136 (2015). (Chap. 9)CrossRef
5.
go back to reference Beck, A.T., Ward, C.H., Mendelson, M., Mock, J., Erbaugh, J.: An inventory for measuring depression. Arch. Gen. Psychiatry 4(561–571), 561–571 (1961)CrossRef Beck, A.T., Ward, C.H., Mendelson, M., Mock, J., Erbaugh, J.: An inventory for measuring depression. Arch. Gen. Psychiatry 4(561–571), 561–571 (1961)CrossRef
6.
go back to reference Kendall, P.C., Hollon, S.D., Beck, A.T., Hammen, C.L., Ingram, R.E.: Issues and recommendations regarding use of the Beck Depression Inventory. Cogn. Ther. Res. 11, 289–299 (1987)CrossRef Kendall, P.C., Hollon, S.D., Beck, A.T., Hammen, C.L., Ingram, R.E.: Issues and recommendations regarding use of the Beck Depression Inventory. Cogn. Ther. Res. 11, 289–299 (1987)CrossRef
7.
go back to reference Beck, A.T., Steer, R.A.: Manual for the Beck Depression Inventory. The Psychological Corporation, San Antonio (1987) Beck, A.T., Steer, R.A.: Manual for the Beck Depression Inventory. The Psychological Corporation, San Antonio (1987)
Metadata
Title
A Development of Adolescent Depression Screening Using Naïve Bayes Classifier Algorithm
Authors
Samuel Garbo
Ha-Yeong Kim
Syntia Widyayuningtias Putri
Ermal Elbasani
Hye-Sun Ahn
Jeong-Dong Kim
Copyright Year
2020
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-9341-9_88