Research Article

A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye

Volume: 12 Number: 3 September 30, 2025
EN

A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye

Abstract

Understanding the factors that contribute to family happiness is critical for fostering social cohesion and individual well-being, especially within the unique cultural and relational dynamics of Türkiye, a Mediterranean country. Being at the crossroads between the East and the West, Türkiye offers a heterogeneous environment for the analysis of family structure and happiness. Given that a large nationally representative dataset exists, we have a very rich source of information available to us. Utilizing the Turkish Family Structure Survey, conducted by the Turkish Statistical Institute in collaboration with the Ministry of Family and Social Services, this study uses the data from more than 35,000 individuals to analyze various aspects of family happiness and language consistency from a causal standpoint. Our analysis employs a Bayesian modeling framework to explore how family happiness interacts with key variables, including language consistency (the use of native language inside versus outside the home), as well as variables indicating family closeness, such as the frequency of meeting, giving gifts, living distance, and the frequency of arguments. To the best of our knowledge, no past studies have conducted such a comprehensive network analysis on distinct yet relevant aspects of family structure using Bayesian methods. The findings suggest a strong relationship among the family happiness, linguistic diversity, gift-giving, the living distance from family members, and the number of visits.

Keywords

Supporting Institution

Middle East Technical University

Project Number

GAP-109-2025-11576

Ethical Statement

None

Thanks

We acknowledge the Republic of Turkey Ministry of Family, Labour and Social Services and the Turkish Statistical Institute (TurkStat) for providing access to the national Turkey Family Structure Survey. Moreover, The second author would like to than to Middle East Technical University Research Project (Project No: GAP-109-2025-11576) for their support.

References

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Details

Primary Language

English

Subjects

Computational Statistics

Journal Section

Research Article

Publication Date

September 30, 2025

Submission Date

January 23, 2025

Acceptance Date

April 19, 2025

Published in Issue

Year 2025 Volume: 12 Number: 3

APA
Mogharabin, A., & Purutcuoglu, V. (2025). A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye. Gazi University Journal of Science Part A: Engineering and Innovation, 12(3), 918-934. https://doi.org/10.54287/gujsa.1625448
AMA
1.Mogharabin A, Purutcuoglu V. A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye. GU J Sci, Part A. 2025;12(3):918-934. doi:10.54287/gujsa.1625448
Chicago
Mogharabin, Abtin, and Vilda Purutcuoglu. 2025. “A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye”. Gazi University Journal of Science Part A: Engineering and Innovation 12 (3): 918-34. https://doi.org/10.54287/gujsa.1625448.
EndNote
Mogharabin A, Purutcuoglu V (September 1, 2025) A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye. Gazi University Journal of Science Part A: Engineering and Innovation 12 3 918–934.
IEEE
[1]A. Mogharabin and V. Purutcuoglu, “A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye”, GU J Sci, Part A, vol. 12, no. 3, pp. 918–934, Sept. 2025, doi: 10.54287/gujsa.1625448.
ISNAD
Mogharabin, Abtin - Purutcuoglu, Vilda. “A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye”. Gazi University Journal of Science Part A: Engineering and Innovation 12/3 (September 1, 2025): 918-934. https://doi.org/10.54287/gujsa.1625448.
JAMA
1.Mogharabin A, Purutcuoglu V. A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye. GU J Sci, Part A. 2025;12:918–934.
MLA
Mogharabin, Abtin, and Vilda Purutcuoglu. “A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye”. Gazi University Journal of Science Part A: Engineering and Innovation, vol. 12, no. 3, Sept. 2025, pp. 918-34, doi:10.54287/gujsa.1625448.
Vancouver
1.Abtin Mogharabin, Vilda Purutcuoglu. A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye. GU J Sci, Part A. 2025 Sep. 1;12(3):918-34. doi:10.54287/gujsa.1625448