[1]Khan, Shahidul & Islam, Ariful & Hossen, Akther & Zahangir, Taiyeb & Latiful Haque, Abu. (2018). Supporting the Treatment of Mental Diseases using Data Mining. 339-344. 10.1109/ICISET.2018.8745591. Parekh, R. (2018). What Is Mental Illness? Retrieved from https://www.psychiatry.org/patients-families/what-is-mental-illness 

[2]Kvarnstrom, E. (2017, August 4). The Dangers of Mental Health Misdiagnosis: Why Accuracy Matters. Bridges to Recovery. https://www.bridgestorecovery.com/blog/the-dangers-of-mental-health-misdiagnosis-why-accuracy-matters/

[3]Sakinah (2019). Malaysian Teens Are Suffering from Mental Health Problems. Retrieved from https://www.easyuni.my/en/advice/malaysian-teens-mental-health-2444/

[4]Deo, R. C. (2015). Machine learning in medicine. Circulation, 132(20), 1920–1930. https://doi.org/10.1161/CIRCULATIONAHA.115.001593

[5]StudyMalaysia.com (2015), The Malaysian Higher Education System - An Overview. Retrieved from https://www.studymalaysia.com/education/higher-education-in-malaysia/the-malaysian-higher-education-system-an-overview

[6]Jabatan Pendidikan Tinggi (JPT) (2017). “Direktori Universiti Awam”. Retrieved from http://jpt.mohe.gov.my/portal/ipta/institusi-pendidikan-tinggi-awam/direktori-universiti-awam

[7]Pejabat Ketua Pengarah Pendidikan Tinggi (2014). Senarai Daftar IPTS.

[8]Education Malaysia (n.d.) Malaysia Higher Education in Brief. Retrieved from https://educationmalaysia.gov.my/malaysia-higher-education-in-brief/

[9]Malaysia Educational Statistics (2019). Educational Planning and Research Division MINISTRY OF EDUCATION MALAYSIA with Best Compliments.

[10]Akareem, H. S., & Hossain, S. S. (2016). Determinants of education quality: what makes students’ perception different? Open Review of Educational Research, 3(1), 52–67. https://doi.org/10.1080/23265507.2016.1155167

[11]Pitt, A., Oprescu, F., Tapia, G., & Gray, M. (2018). An exploratory study of students’ weekly stress levels and sources of stress during the semester. Active Learning in Higher Education, 19(1), 61–75. https://doi.org/10.1177/1469787417731194

[12]McLafferty, M., Lapsley, C. R., Ennis, E., Armour, C., Murphy, S., Bunting, B. P., … O’Neill, S. M. (2017). Mental health, behavioural problems and treatment seeking among students commencing university in Northern Ireland. PLoS ONE, 12(12), 1–14. https://doi.org/10.1371/journal.pone.0188785

[13]Shannon, S., Breslin, G., Haughey, T., Sarju, N., Neill, D., Lawlor, M., & Leavey, G. (2019). Predicting Student-Athlete and Non-Athletes’ Intentions to Self-Manage Mental Health: Testing an Integrated Behaviour Change Model. Mental Health and Prevention, 13(January), 92–99. https://doi.org/10.1016/j.mhp.2019.01.006

[14]Vidourek, R. A., & Burbage, M. (2019). Positive mental health and mental health stigma: A qualitative study assessing student attitudes. Mental Health and Prevention, 13(October 2018), 1–6. https://doi.org/10.1016/j.mhp.2018.11.006

[15]Department of Health of Australian Government (2017). What is mental illness? Retrieved from https://www1.health.gov.au/internet/publications/publishing.nsf/Content/mental-pubs-w-whatmen-toc~mental-pubs-w-whatmen-what

[16]American Psychiatric Association (APA) (n.d.). What Is Mental Illness? Retrieved from https://www.psychiatry.org/patients-families/what-is-mental-illness

[17]Newman. T (2017, August 24) What is mental health? Retrieved from https://www.medicalnewstoday.com/articles/154543.php

[18]Institute for Public Health (IPH). (2018). National Health and Morbidity Survey (NHMS) 2017: Key Findings from the Adolescent Health and Nutrition Surveys; Infographic Booklet. National Health and Morbidity Survey (NHMS) 2017, (April), 29.

[19]National Institute of Mental Health (NIMH) (n.d.). Anxiety Disorder. Retrieved from https://www.nimh.nih.gov/health/topics/anxiety-disorders/index.shtml

[20]Andrews, G., Bell, C., Boyce, P., Gale, C., Lampe, L., Marwat, O., … Wilkins, G. (2018). Royal Australian and New Zealand College of Psychiatrists clinical practice guidelines for the treatment of panic disorder, social anxiety disorder and generalised anxiety disorder. Australian and New Zealand Journal of Psychiatry, 52(12), 1109–1172. https://doi.org/10.1177/0004867418799453

[21]Parekh, R. (2017). What Are Anxiety Disorders? Retrieved from psychiatry.org/patients-families/anxiety-disorders/what-are-anxiety-disorders

[22]World Health Organization (WHO). (2017). Depression and Other Common Mental Disorders - Global Health Estimation. Obstetrics and Gynecology, 48(1), 56–60.

[23]National Institute of Health Mental (NIHM), (n.d.). Depression. Retrieved from https://www.nimh.nih.gov/health/topics/depression/index.shtml

[24]WebMD (n.d.). Causes of Mental Illness. Retrieved from https://www.webmd.com/mental-health/mental-health-causes-mental-illness#1

[25]World Health Organization (WHO), (2019). Depression. Retrieved from https://www.who.int/news-room/fact-sheets/detail/depression

[26]O’Neill, S., McLafferty, M., Ennis, E., Lapsley, C., Bjourson, T., Armour, C., … Murray, E. (2018). Socio-demographic, mental health and childhood adversity risk factors for self-harm and suicidal behaviour in College students in Northern Ireland. Journal of Affective Disorders, 239(May), 58–65. https://doi.org/10.1016/j.jad.2018.06.006

[27]Moutinho, I. L. D., Lucchetti, A. L. G., Ezequiel, O. da S., & Lucchetti, G. (2019). Mental health and quality of life of Brazilian medical students: Incidence, prevalence, and associated factors within two years of follow-up. Psychiatry Research, 274(January), 306–312. https://doi.org/10.1016/j.psychres.2019.02.041

[28]Burger, P. H. M., & Scholz, M. (2018). Gender as an underestimated factor in mental health of medical students. Annals of Anatomy, 218, 1–6. https://doi.org/10.1016/j.aanat.2018.02.005

[29]Alyousef, S. M. (2019). Psychosocial stress factors among mental health nursing students in KSA. Journal of Taibah University Medical Sciences, 14(1), 60–66. https://doi.org/10.1016/j.jtumed.2018.11.006

[30]Guofeng, D., & Yuming, X. (2009). Internet addiction and mental health status of Chinese college freshmen. 3rd International Conference on Bioinformatics and Biomedical Engineering, ICBBE 2009, (August). https://doi.org/10.1109/ICBBE.2009.5162977

[31]Sabourin, A. A., Prater, J. C., & Mason, N. A. (2019). Assessment of mental health in doctor of pharmacy students. Currents in Pharmacy Teaching and Learning, 11(3), 243–250. https://doi.org/10.1016/j.cptl.2018.12.004

[32]Sæther, S. M. M., Knapstad, M., Askeland, K. G., & Skogen, J. C. (2019). Alcohol consumption, life satisfaction and mental health among Norwegian college and university students. Addictive Behaviors Reports, 10(March), 100216. https://doi.org/10.1016/j.abrep.2019.100216

[33]Zahir Izuan, A., Shamsul Azhar, S., Tan, M. K. S., & Syed-Sharizman, S. A. R. (2018). Neighbourhood influences and its association with the mental health of adolescents in Kuala Lumpur, Malaysia. Asian Journal of Psychiatry, 38(July), 35–41. https://doi.org/10.1016/j.ajp.2018.10.018

[34]Ahuja, R., & Banga, A. (2019). Mental stress detection in university students using machine learning algorithms. Procedia Computer Science, 152, 349–353. https://doi.org/10.1016/j.procs.2019.05.007

[35]Mohssen Mohammad, Muhammad Badruddin Khan, E. B. M. B. (2017). Algorithms and Applications. In CRC Press (Vol. 7). https://doi.org/10.1007/978-94-017-2221-6_5

[36]Machine Learning: From Theory to Algorithms (Vol. 9781107057135). https://doi.org/10.1017/CBO9781107298019 

[37]Praveen Kumar, D., Amgoth, T., & Annavarapu, C. S. R. (2019). Machine learning algorithms for wireless sensor networks: A survey. Information Fusion, 49(April 2018), 1–25. https://doi.org/10.1016/j.inffus.2018.09.013

[38]StatisticsSolutions (n.d.). What is Logistic Regression? Retrieved from https://www.statisticssolutions.com/what-is-logistic-regression/

[39]Sharda.R, Delen.D, Turban.E. (2014). Business Intelligence and Analytic System for Decision Support 10th Edition: England: Pearson Education Limited 

[40]Garcia-Ceja, E., Riegler, M., Nordgreen, T., Jakobsen, P., Oedegaard, K. J., & Tørresen, J. (2018). Mental health monitoring with multimodal sensing and machine learning: A survey. Pervasive and Mobile Computing, 51, 1–26. https://doi.org/10.1016/j.pmcj.2018.09.003

[41]Pierson, L. (2017) Data Science For Dummies, 2nd Edition: Canada: John Wiley& Sons, Inc

[42]C A Padmanabha Reddy, Y., Viswanath, P., & Eswara Reddy, B. (2018). Semi-supervised learning: a brief review. International Journal of Engineering & Technology, 7(1.8), 81. https://doi.org/10.14419/ijet.v7i1.8.9977

[43]Wang, X. H., & Chen, C. A. (2015). Research on competence evaluation system of data mining tools. 2015 IEEE International Conference on Mechatronics and Automation, ICMA 2015, 1–5. https://doi.org/10.1109/ICMA.2015.7237446

[44]DataCamp (2018). Python Object-Oriented Programming (OOP): Tutorial. Retrieved from https://www.datacamp.com/community/tutorials/python-oop-tutorial 

[45]Codementor (2018). Why Learn Python? Retrieved from http://www.bestprogramminglanguagefor.me/why-learn-python

[46]Oliveira, C., Guimarães, T., Portela, F., Santos, M., Oliveira, C., Guimarães, T., … Santos, M. (2019). Benchmarking Business Analytics Techniques in Big Data. Procedia Computer Science, 160, 690–695. https://doi.org/10.1016/j.procs.2019.11.026

[47]RapidMiner (n.d.). RapidMiner Studio - Visual workflow designer for the entire analytics team. Retrieved from https://rapidminer.com/products/studio/

[48]R Foundation(n.d.). What is R? Retrieved from r-project.org/about.html

[49]Spyrou, I. M., Frantzidis, C., Bratsas, C., Antoniou, I., & Bamidis, P. D. (2016). Geriatric depression symptoms coexisting with cognitive decline: A comparison of classification methodologies. Biomedical Signal Processing and Control, 25, 118–129. https://doi.org/10.1016/j.bspc.2015.10.006

[50]Kim, J. Y., Liu, N., Tan, H. X., & Chu, C. H. (2017). Unobtrusive Monitoring to Detect Depression for Elderly with Chronic Illnesses. IEEE Sensors Journal, 17(17), 5694–5704. https://doi.org/10.1109/JSEN.2017.2729594

[51]Hou, Y., Xu, J., Huang, Y., & Ma, X. (2017). A big data application to predict depression in the university based on the reading habits. 2016 3rd International Conference on Systems and Informatics, ICSAI 2016, (Icsai), 1085–1089. https://doi.org/10.1109/ICSAI.2016.7811112

[52]Spyrou, I. M., Frantzidis, C., Bratsas, C., Antoniou, I., & Bamidis, P. D. (2016). Geriatric depression symptoms coexisting with cognitive decline: A comparison of classification methodologies. Biomedical Signal Processing and Control, 25, 118–129. https://doi.org/10.1016/j.bspc.2015.10.006

[53]Ge, F., Li, Y., Yuan, M., Zhang, J., & Zhang, W. (2019). Identifying predictors of probable posttraumatic stress disorder in children and adolescents with earthquake exposure: A longitudinal study using a machine learning approach. Journal of Affective Disorders, (September). https://doi.org/10.1016/j.jad.2019.11.079

[54]Hasanbasic, A., Spahic, M., Bosnjic, D., Adzic, H. H., Mesic, V., & Jahic, O. (2019). Recognition of stress levels among students with wearable sensors. 2019 18th International Symposium INFOTEH-JAHORINA, INFOTEH 2019 - Proceedings, (March), 20–22. https://doi.org/10.1109/INFOTEH.2019.8717754