Why do youths initiate to smoke? A data mining analysis on tobacco advertising, peer, and family factors for Indonesian youths

Enny Rachmani , Sri Handayani , Kriswiharsi Kun Saptorini , Nurjanah , Dian Kusuma , Abdillah Ahsan , Edi Jaya Kusuma , Suleman Atique , Jumanto Jumanto
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Abstract

Global Youth Tobacco Survey (GYTS), Indonesia showed that 60,9 % of students noticed cigarette advertisements or promotions in outdoor media. Our study aimed to understand the impact of outdoor tobacco advertising and peer and family association with Youth's smoking behavior.
This study deployed a cross-sectional approach to explore factors related to youth smoking behavior, such as peers, family, and tobacco advertising. The GYTS questionnaire was adapted as the instrument and distributed to 400 students from 20 high schools to observe smoking behavior. The chosen schools based on the previous study whose classify school in hot-spot and non hot-spot area. This study applied a data mining approach with a decision tree to generate the models.
This study generates a decision tree model that describes the peer factor as the key to introducing Youth to smoking. The model also reveals that youth in the non-hotspot advertising area are not likely to develop Youth to smoke. The model has a performance classification of 77.5 % This study found that youth with smoking fathers are more likely to start smoking earlier, youth whose both parents are smokers, and mothers who are smokers have a confidence level of 100 % to smoke. Further research is warranted to investigate rural districts to explore any regional and socioeconomic variations.
青少年为何开始吸烟?印度尼西亚青少年烟草广告、同伴和家庭因素的数据挖掘分析
印度尼西亚的全球青少年烟草调查(GYTS)显示,60.9%的学生注意到户外媒体上的香烟广告或促销活动。我们的研究旨在了解户外烟草广告以及同伴和家庭对青少年吸烟行为的影响。本研究采用横断面方法探讨与青少年吸烟行为相关的因素,如同伴、家庭和烟草广告。本研究以 GYTS 问卷为工具,向来自 20 所高中的 400 名学生发放了问卷,以观察他们的吸烟行为。所选学校以先前的研究为基础,将学校分为热点地区和非热点地区。本研究采用决策树数据挖掘方法来生成模型。本研究生成的决策树模型将同伴因素描述为导致青少年吸烟的关键因素。该模型还显示,非热点广告区域的青少年不太可能发展成吸烟青少年。该模型的性能分级为 77.5 %。这项研究发现,父亲吸烟的青少年更有可能更早地开始吸烟,父母双方都是烟民的青少年以及母亲是烟民的青少年吸烟的置信度为 100 %。有必要对农村地区进行进一步研究,以探索地区和社会经济方面的差异。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
5.90
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0.00%
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