How to cite this paper
Reza, M., Tasnim, M., Afroz, M & Ruhi, S. (2024). Exploring nomophobia among university students: Identifying risk factors, correlates, and predictive insights through machine learning.Journal of Future Sustainability, 4(4), 243-250.
Refrences
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Aygul, T. A., & Akbay, S. E. (2019). Smartphone addiction, fear of missing out, and perceived competence as predictors of social media addiction of adolescents. European Journal of Educational Research, 8(2), 559-566.
Bian, M., & Leung, L. (2015). Linking loneliness, shyness, smartphone addiction symptoms, and patterns of smartphone use to social capital. Social science computer review, 33(1), 61-79.
Bragazzi, N. L., Re, T. S., & Zerbetto, R. (2019). The relationship between nomophobia and maladaptive coping styles in a sample of Italian young adults: Insights and implications from a cross-sectional study. JMIR mental health, 6(4), e13154.
Brownlee, J. (2021). A Gentle Introduction to Ensemble Learning Algorithms. Machine Learning Mastery, 7.
Buctot, D. B., Kim, N., & Kim, S. H. (2020). The role of nomophobia and smartphone addiction in the lifestyle profiles of junior and senior high school students in the Philippines. Social Sciences & Humanities Open, 2(1), 100035.
Chóliz, M. (2010). Mobile phone addiction: a point of issue. Addiction, 105(2), 373-374.
Christina, E. A., Vinay, V., & Vanitha, T. (2022). COMPARATIVE STUDY ON PREDICTIVE ANALYSIS OF NO-APP-PHOBIA. SACAIM, (p. 74).
Chung-Ying Lin, 1. M. (n.d.). Psychometric evaluation of Persian Nomophobia Questionnaire: Differential item func-tioning and measurement invariance across gender.
Daei, A., Ashrafi-Rizi, H., & Soleymani, M. R. (2019). Nomophobia and health hazards: Smartphone use and addiction among university students. International journal of preventive medicine, 10.
De-Sola Gutiérrez, J., Rodríguez de Fonseca, F., & Rubio, G. (2016). Cell-phone addiction: A review. Frontiers in psy-chiatry, 7, 175.
Durak, H. Y. (2019). Investigation of nomophobia and smartphone addiction predictors among adolescents in Turkey: Demographic variables and academic performance. The Social Science Journal, 56(4), 492-517.
Ellis, D. A., Davidson, B. I., Shaw, H., & Geyer, K. (2019). Do smartphone usage scales predict behavior?. International Journal of Human-Computer Studies, 130, 86-92.
Gezgin, D. M., & ÜMMET, D. (2021). An investigation into the relationship between nomophobia and social and emo-tional loneliness of Turkish university students. International Journal of Psychology and Educational Studies, 8(2), 14-26.
King, A. L. S., Valenca, A. M., Silva, A. C. O., Baczynski, T., Carvalho, M. R., & Nardi, A. E. (2013). Nomophobia: De-pendency on virtual environments or social phobia?. Computers in human behavior, 29(1), 140-144.
Kumar, R., Kumari, S., Bharti, P., & Sharma, D. (2021). Nomophobia: A rising concern among Indian students. Indus-trial Psychiatry Journal, 30(2), 230.
Lai, C., Altavilla, D., Ronconi, A., & Aceto, P. (2016). Fear of missing out (FOMO) is associated with activation of the right middle temporal gyrus during inclusion social cue. Computers in Human Behavior, 61, 516-521.
Lepp, A., Barkley, J. E., & Karpinski, A. C. (2014). The relationship between cell phone use, academic performance, anxiety, and satisfaction with life in college students. Computers in human behavior, 31, 343-350.
Lin, C. Y., Griffiths, M. D., & Pakpour, A. H. (2018). Psychometric evaluation of Persian Nomophobia Questionnaire: Differential item functioning and measurement invariance across gender. Journal of behavioral addictions, 7(1), 100-108.
Luo, J., Ren, S., Li, Y., & Liu, T. (2021). The Effect of College Students' Adaptability on Nomophobia: Based on Lasso Regression. Frontiers in Psychiatry, 12, 641417.
Notara, V., Vagka, E., Gnardellis, C., & Lagiou, A. (2021). The emerging phenomenon of nomophobia in young adults: A systematic review study. Addiction & health, 13(2), 120.
Parasuraman, S., Sam, A. T., Yee, S. W. K., Chuon, B. L. C., & Ren, L. Y. (2017). Smartphone usage and increased risk of mobile phone addiction: A concurrent study. International journal of pharmaceutical investigation, 7(3), 125.
Shambare, R., Rugimbana, R., & Zhowa, T. (2012). Are mobile phones the 21st century addiction?. African Journal of Business Management, 6(2), 573.
Vagka, E., Gnardellis, C., Lagiou, A., & Notara, V. (2023). Prevalence and Factors Related to Nomophobia: Arising Is-sues among Young Adults. European Journal of Investigation in Health, Psychology and Education, 13(8), 1467-1476.
Vasanthakumari, S., & Wakuma, B. (2019). Nomophobia -Smartphone Addiction. CCNE Digest, 7(1), 1-4.
Yang, S. Y., Lin, C. Y., Huang, Y. C., & Chang, J. H. (2018). Gender differences in the association of smartphone use with the vitality and mental health of adolescent students. Journal of American college health, 66(7), 693-701.
Yildirim, C., & Correia, A. P. (2015). Exploring the dimensions of nomophobia: Development and validation of a self-reported questionnaire. Computers in human behavior, 49, 130-137.
Aygul, T. A., & Akbay, S. E. (2019). Smartphone addiction, fear of missing out, and perceived competence as predictors of social media addiction of adolescents. European Journal of Educational Research, 8(2), 559-566.
Bian, M., & Leung, L. (2015). Linking loneliness, shyness, smartphone addiction symptoms, and patterns of smartphone use to social capital. Social science computer review, 33(1), 61-79.
Bragazzi, N. L., Re, T. S., & Zerbetto, R. (2019). The relationship between nomophobia and maladaptive coping styles in a sample of Italian young adults: Insights and implications from a cross-sectional study. JMIR mental health, 6(4), e13154.
Brownlee, J. (2021). A Gentle Introduction to Ensemble Learning Algorithms. Machine Learning Mastery, 7.
Buctot, D. B., Kim, N., & Kim, S. H. (2020). The role of nomophobia and smartphone addiction in the lifestyle profiles of junior and senior high school students in the Philippines. Social Sciences & Humanities Open, 2(1), 100035.
Chóliz, M. (2010). Mobile phone addiction: a point of issue. Addiction, 105(2), 373-374.
Christina, E. A., Vinay, V., & Vanitha, T. (2022). COMPARATIVE STUDY ON PREDICTIVE ANALYSIS OF NO-APP-PHOBIA. SACAIM, (p. 74).
Chung-Ying Lin, 1. M. (n.d.). Psychometric evaluation of Persian Nomophobia Questionnaire: Differential item func-tioning and measurement invariance across gender.
Daei, A., Ashrafi-Rizi, H., & Soleymani, M. R. (2019). Nomophobia and health hazards: Smartphone use and addiction among university students. International journal of preventive medicine, 10.
De-Sola Gutiérrez, J., Rodríguez de Fonseca, F., & Rubio, G. (2016). Cell-phone addiction: A review. Frontiers in psy-chiatry, 7, 175.
Durak, H. Y. (2019). Investigation of nomophobia and smartphone addiction predictors among adolescents in Turkey: Demographic variables and academic performance. The Social Science Journal, 56(4), 492-517.
Ellis, D. A., Davidson, B. I., Shaw, H., & Geyer, K. (2019). Do smartphone usage scales predict behavior?. International Journal of Human-Computer Studies, 130, 86-92.
Gezgin, D. M., & ÜMMET, D. (2021). An investigation into the relationship between nomophobia and social and emo-tional loneliness of Turkish university students. International Journal of Psychology and Educational Studies, 8(2), 14-26.
King, A. L. S., Valenca, A. M., Silva, A. C. O., Baczynski, T., Carvalho, M. R., & Nardi, A. E. (2013). Nomophobia: De-pendency on virtual environments or social phobia?. Computers in human behavior, 29(1), 140-144.
Kumar, R., Kumari, S., Bharti, P., & Sharma, D. (2021). Nomophobia: A rising concern among Indian students. Indus-trial Psychiatry Journal, 30(2), 230.
Lai, C., Altavilla, D., Ronconi, A., & Aceto, P. (2016). Fear of missing out (FOMO) is associated with activation of the right middle temporal gyrus during inclusion social cue. Computers in Human Behavior, 61, 516-521.
Lepp, A., Barkley, J. E., & Karpinski, A. C. (2014). The relationship between cell phone use, academic performance, anxiety, and satisfaction with life in college students. Computers in human behavior, 31, 343-350.
Lin, C. Y., Griffiths, M. D., & Pakpour, A. H. (2018). Psychometric evaluation of Persian Nomophobia Questionnaire: Differential item functioning and measurement invariance across gender. Journal of behavioral addictions, 7(1), 100-108.
Luo, J., Ren, S., Li, Y., & Liu, T. (2021). The Effect of College Students' Adaptability on Nomophobia: Based on Lasso Regression. Frontiers in Psychiatry, 12, 641417.
Notara, V., Vagka, E., Gnardellis, C., & Lagiou, A. (2021). The emerging phenomenon of nomophobia in young adults: A systematic review study. Addiction & health, 13(2), 120.
Parasuraman, S., Sam, A. T., Yee, S. W. K., Chuon, B. L. C., & Ren, L. Y. (2017). Smartphone usage and increased risk of mobile phone addiction: A concurrent study. International journal of pharmaceutical investigation, 7(3), 125.
Shambare, R., Rugimbana, R., & Zhowa, T. (2012). Are mobile phones the 21st century addiction?. African Journal of Business Management, 6(2), 573.
Vagka, E., Gnardellis, C., Lagiou, A., & Notara, V. (2023). Prevalence and Factors Related to Nomophobia: Arising Is-sues among Young Adults. European Journal of Investigation in Health, Psychology and Education, 13(8), 1467-1476.
Vasanthakumari, S., & Wakuma, B. (2019). Nomophobia -Smartphone Addiction. CCNE Digest, 7(1), 1-4.
Yang, S. Y., Lin, C. Y., Huang, Y. C., & Chang, J. H. (2018). Gender differences in the association of smartphone use with the vitality and mental health of adolescent students. Journal of American college health, 66(7), 693-701.
Yildirim, C., & Correia, A. P. (2015). Exploring the dimensions of nomophobia: Development and validation of a self-reported questionnaire. Computers in human behavior, 49, 130-137.