The Relationship between Temperament Types and Social Adaptation in Children Aged 1-3 Years

Authors

  • Xinran Dang

DOI:

https://doi.org/10.54097/v0r65m44

Keywords:

Temperament, Social Adaptation, Negative Emotions, Machine Learning

Abstract

In July 2010, the Ministry of Education of the People's Republic of China, in the "National Medium- and Long-Term Educational Reform and Development Plan (2010–2020)," clearly affirmed the significant importance of preschool education for the physical and mental health development of young children, the formation of life habits and learning qualities, as well as cognitive and intellectual development. The "Guidelines for Kindergarten Education" also stated that "kindergartens should not only pay attention to children's physical health but also pay special attention to their mental health." This shows the increasing attention of the state and society to the mental health education of preschool children. Nowadays, preschool education often emphasizes physical health over mental health; however, true health requires both physical and mental well-being. This study focuses on the relationship between temperament types and social adaptability in children aged 1-3 years, particularly examining the mediating role of negative emotions in this relationship. Temperament, as an early manifestation of individual behavior and emotional responses, has a profound impact on children's social adaptation. Current machine learning technologies can provide more precise and efficient solutions, with deep learning techniques such as convolutional neural networks capable of extracting features from image data to improve prediction accuracy. Machine learning is playing an increasingly important role in the field of mental health, offering an efficient research method for studying temperament and social adaptation. This study uses machine learning to analyze children's facial emotions and further applies psychological measurements to analyze temperament and predict children's social adaptation.

Downloads

Download data is not yet available.

References

[1] Alswaidan, N., & Menai, M. E. B. (2020). A survey of state-of-the-art approaches for emotion recognition in text. KNOWLEDGE AND INFORMATION SYSTEMS, 62(8), 2937–2987.

[2] Brook, J. S., & Newcomb, M. D. (1995). Childhood Aggression and Unconventionality: Impact on Later Academic Achievement, Drug Use, and Workforce Involvement. The Journal of Genetic Psychology, 156(4), 393–410.

[3] Calkins, S. D., Hungerford, A., & Dedmon, S. E. (2004). Mothers’ interactions with temperamentally frustrated infants. Infant Mental Health Journal, 25(3), 219–239.

[4] Cavell, T. (1990). Social Adjustment, Social Performance, and Social Skills: A Tri-Component Model of Social Competence. Journal of Clinical Child & Adolescent Psychology, 19(2), 111–122.

[5] Chen, J., Yang, L., Tan, L., & Xu, R. (2022). Orthogonal channel attention-based multi-task learning for multi-view facial expression recognition. PATTERN RECOGNITION, 129, 108753.

[6] Chen, X., & French, D. C. (2008). Children’s Social Competence in Cultural Context. Annual Review of Psychology, 59(1), 591–616.

[7] Culbertson, J. L., Newman, J. E., & Willis, D. J. (2003). Childhood and adolescent psychologic development. Pediatric Clinics of North America, 50(4), 741–764.

[8] Darke, S., Ross, J., & Lynskey, M. (2003). The relationship of conduct disorder to attempted suicide and drug use history among methadone maintenance patients. Drug and Alcohol Review, 22(1), 21–25.

[9] Dawson, G., Webb, S. J., Carver, L., Panagiotides, H., & McPartland, J. (2004). Young children with autism show atypical brain responses to fearful versus neutral facial expressions of emotion. Developmental Science, 7(3), 340–359.

[10] Djambazova-Popordanoska, S. (2016). Implications of emotion regulation on young children’s emotional wellbeing and educational achievement. Educational Review, 68(4), 497–515.

[11] Durbin, C. E. (2010). Validity of young children’s self-reports of their emotion in response to structured laboratory tasks. Emotion, 10(4), 519–535.

[12] Ekman, P., & Friesen, W. (1971). Constants Across Cultures in Face and Emotion. JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 17(2), 124-.

[13] Izard, C. E. (2011). Forms and Functions of Emotions: Matters of Emotion–Cognition Interactions. Emotion Review, 3(4), 371–378.

[14] Kagan, J. (2003). Biology, Context, and Developmental Inquiry. Annual Review of Psychology, 54(1), 1–23.

[15] Kochanska, G. (1995). Children’s Temperament, Mothers’ Discipline, and Security of Attachment: Multiple Pathways to Emerging Internalization. Child Development, 66(3), 597.

[16] Lengua, L. J., & Kovacs, E. A. (2005). Bidirectional associations between temperament and parenting and the prediction of adjustment problems in middle childhood. Journal of Applied Developmental Psychology, 26(1), 21–38.

[17] McBride, B. A., Schoppe, S. J., & Rane, T. R. (2002). Child Characteristics, Parenting Stress, and Parental Involvement: Fathers Versus Mothers. Journal of Marriage and Family, 64(4), 998–1011.

[18] Mittal, T., Bhattacharya, U., Chandra, R., Bera, A., & Manocha, D. (2020). M3ER: Multiplicative Multimodal Emotion Recognition using Facial, Textual, and Speech Cues. Proceedings of the AAAI Conference on Artificial Intelligence, 34(02), 1359–1367.

[19] Mohd, T. K., Nguyen, N., & Javaid, A. Y. (2022). Multi-Modal Data Fusion in Enhancing Human-Machine Interaction for Robotic Applications: A Survey (arXiv:2202.07732). arXiv.

[20] Nandwani, P., & Verma, R. (2021). A review on sentiment analysis and emotion detection from text. SOCIAL NETWORK ANALYSIS AND MINING, 11(1), 81.

[21] Paulussen-Hoogeboom, M. C., Stams, G. J. J. M., Hermanns, J. M. A., Peetsma, T. T. D., & Van Den Wittenboer, G. L. H. (2008). Parenting Style as a Mediator Between Children’s Negative Emotionality and Problematic Behavior in Early Childhood. The Journal of Genetic Psychology, 169(3), 209–226.

[22] Pluess, M., & Belsky, J. (2009). Differential susceptibility to rearing experience: The case of childcare. Journal of Child Psychology and Psychiatry, 50(4), 396–404.

[23] Rothbart, M. K., Ahadi, S. A., & Evans, D. E. (2000). Temperament and personality: Origins and outcomes. Journal of Personality and Social Psychology, 78(1), 122–135.

[24] Rudasill, K. M., & Rimm-Kaufman, S. E. (2009). Teacher–child relationship quality: The roles of child temperament and teacher–child interactions. Early Childhood Research Quarterly, 24(2), 107–120.

[25] Russell, J. A., & Mehrabian, A. (1977). Evidence for a three-factor theory of emotions. Journal of Research in Personality, 11(3), 273–294.

[26] Said, Y., & Barr, M. (2021). Human emotion recognition based on facial expressions via deep learning on high-resolution images. MULTIMEDIA TOOLS AND APPLICATIONS, 80(16), 25241–25253.

[27] Salmi, A., Li, J., & Holtta-Otto, K. (2023). Automatic Facial Expression Analysis as a Measure of User-Designer Empathy. Journal of Mechanical Design, 145(3), 031403.

[28] Saneiro, M., Santos, O. C., Salmeron-Majadas, S., & Boticario, J. G. (2014). Towards emotion detection in educational scenarios from facial expressions and body movements through multimodal approaches. TheScientificWorldJournal, 2014, 484873.

[29] Sanson, A., Hemphill, S. A., & Smart, D. (2004a). Connections between Temperament and Social Development: A Review. Social Development, 13(1), 142–170.

[30] Sanson, A., Hemphill, S. A., & Smart, D. (2004b). Connections between Temperament and Social Development: A Review. Social Development, 13(1), 142–170.

[31] Shewark, E. A., & Blandon, A. Y. (2015). Mothers’ and Fathers’ Emotion Socialization and Children’s Emotion Regulation: A Within‐Family Model. Social Development, 24(2), 266–284.

[32] Slagt, M., Dubas, J. S., Deković, M., & Van Aken, M. A. G. (2016). Differences in sensitivity to parenting depending on child temperament: A meta-analysis. Psychological Bulletin, 142(10), 1068–1110.

[33] Swartz, R. A., & McElwain, N. L. (2012). Preservice Teachers’ Emotion-Related Regulation and Cognition: Associations With Teachers’ Responses to Children’s Emotions in Early Childhood Classrooms. Early Education & Development, 23(2), 202–226.

[34] Terry W. Sterry, Jennifer Reiter-Purtill, Maria A. Gartstein, Cynthia A. Gerhardt, Kathryn Vannatta, & Robert B. Noll. (2010). Temperament and Peer Acceptance: The Mediating Role of Social Behavior. Merrill-Palmer Quarterly, 56(2), 189–219.

[35] Zhu, L., Zhu, Z., Zhang, C., Xu, Y., & Kong, X. (2023). Multimodal sentiment analysis based on fusion methods: A survey. Information Fusion, 95, 306–325.

Downloads

Published

28 August 2024

Issue

Section

Articles

How to Cite

Dang, X. (2024). The Relationship between Temperament Types and Social Adaptation in Children Aged 1-3 Years. International Journal of Education and Humanities, 16(1), 223-228. https://doi.org/10.54097/v0r65m44