Exploration of Risk Factors Associated with Adolescent Alcohol Consumption using Cutting Edge Recursive Partitioning Techniques
Journal Title: Scholars Journal of Applied Medical Sciences - Year 2017, Vol 5, Issue 11
Abstract
Abstract: The purpose of this article is to explore and identify risk factors influencing drug use in school going adolescents aged 10 to 19 in a hilly state in the North-Eastern part of India. This article will explore the data collected from the National Institute of Health and Family Welfare, New Delhi, by using cutting edge Recursive Partitioning techniques such as Discriminant Analysis, Decision Tree Method, Artificial Neural Network and the Stochastic Gradient Boosting to build a predictive model. Out of 3069 randomly selected participants who undertook the Adolescent Reproductive and Sexual health (ARSH) questionnaire a subset have been used to form this data set. Utilization of Artificial Neural Network, Stochastic Gradient Boosting and the Random Forest models produce higher accuracy and classification in contrast to other measures. These models will be useful in the prediction of associated risk factors that contribute to adolescent alcohol consumption. Keywords:Adolescents, Alcohol risk factors, Artificial Neural Networks, Decision Trees, Random Forest, Stochastic Gradient Boosting
Authors and Affiliations
Kuldeep Kumar, . K Tiwari, Sherin Raj, Niharika Kapadia
Quantitative and Qualitative Assessment of Phenomenology of OCD at Saraswathi Institute of Medical Sciences, Hapur
Abstract: The study was performed from January 2017 to May 2018 Outdoor & Indoor patient, Department of psychiatry, Saraswathi Institute of Medical Sciences, Hapur, Uttar Pradesh, The study had 50 patients of OCD, 50 car...
A Comparative study of Conventional Sutures versus Fibrin Glue for Conjunctivo - LimbalAutograft in Pterygium Surgery
Fibrin glue for securing conjunctivo-limbalautograft in pterygium excision is gaining popularity but suturing is still practiced widely. This study was carried out to compare the outcome of sutures with fibrin glue for c...
Pattern of Cervical Tuberculous Lymphadenitis (CTL) among patients presenting at a tertiary care health centre
Cervical Tubercular Lymphadenitis (CTL) may often mimic malignancy or other pathologic process and misdiagnosed which leads to an unnecessary delay in diagnosis. The aim of this study is to analyze the pattern of Cervica...
A Study into the Maternal Sociodemographic Factors and Its Association with Birth Defects
A birth defect is described as a structural of functional deformity which is present since birth. Birth defects accounts for a significant cause of infant mortality and morbidity that has a formidable impact in low resou...
Epidemiology of Autopsies Conducted in a Rural Medical College
The word “autopsy” means – auto means self and opsy means examination. The word "autopsy" was collected from the Ancient Greek autopsia, "to see for oneself". In this retrospective study, all the cases which are autopsi...