Modelling alcohol consumption during adolescence using zero inflated negative binomial and decision trees

Alcohol is currently the most consumed substance among the Spanish adolescent population. Some of the variables that bear an influence on this consumption include ease of access, use of alcohol by friends and some personality factors. The aim of this study was to analyze and quantify the predictive...

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Main Authors: Alfonso Palmer, Jona Roca, Berta Cajal, Elena Gervilla
Format: Article
Language:English
Published: Sociedad Española de Psicología Jurídica y Forense 2010-07-01
Series:European Journal of Psychology Applied to Legal Context
Subjects:
Online Access:http://webs.uvigo.es/sepjf/index.php?option=com_docman&task=doc_download&gid=28&Itemid=110&lang=en
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spelling doaj-12a6d993652a4772be4e77a8e71f16d52020-11-24T23:16:36ZengSociedad Española de Psicología Jurídica y ForenseEuropean Journal of Psychology Applied to Legal Context1889-18611989-40072010-07-0122145159Modelling alcohol consumption during adolescence using zero inflated negative binomial and decision treesAlfonso PalmerJona RocaBerta CajalElena GervillaAlcohol is currently the most consumed substance among the Spanish adolescent population. Some of the variables that bear an influence on this consumption include ease of access, use of alcohol by friends and some personality factors. The aim of this study was to analyze and quantify the predictive value of these variables specifically on alcohol consumption in the adolescent population. The useful sample was made up of 6,145 adolescents (49.8% boys and 50.2% girls) with a mean age of 15.4 years (SE= 1.2). The data were analyzed using the statistical model for a count variable and Data Mining techniques. The results show the influence of ease of access, alcohol consumption by the group of friends, and certain personality factors on alcohol intake, allowing us to quantify the intensity of this influence according to age and gender. Knowing these factors is the starting point in elaborating specific preventive actions against alcohol consumption.http://webs.uvigo.es/sepjf/index.php?option=com_docman&task=doc_download&gid=28&Itemid=110&lang=enZero inflated negative binomial modeldrinking behaviorsocial drinkingdata miningDecision treesAdolescence.
collection DOAJ
language English
format Article
sources DOAJ
author Alfonso Palmer
Jona Roca
Berta Cajal
Elena Gervilla
spellingShingle Alfonso Palmer
Jona Roca
Berta Cajal
Elena Gervilla
Modelling alcohol consumption during adolescence using zero inflated negative binomial and decision trees
European Journal of Psychology Applied to Legal Context
Zero inflated negative binomial model
drinking behavior
social drinking
data mining
Decision trees
Adolescence.
author_facet Alfonso Palmer
Jona Roca
Berta Cajal
Elena Gervilla
author_sort Alfonso Palmer
title Modelling alcohol consumption during adolescence using zero inflated negative binomial and decision trees
title_short Modelling alcohol consumption during adolescence using zero inflated negative binomial and decision trees
title_full Modelling alcohol consumption during adolescence using zero inflated negative binomial and decision trees
title_fullStr Modelling alcohol consumption during adolescence using zero inflated negative binomial and decision trees
title_full_unstemmed Modelling alcohol consumption during adolescence using zero inflated negative binomial and decision trees
title_sort modelling alcohol consumption during adolescence using zero inflated negative binomial and decision trees
publisher Sociedad Española de Psicología Jurídica y Forense
series European Journal of Psychology Applied to Legal Context
issn 1889-1861
1989-4007
publishDate 2010-07-01
description Alcohol is currently the most consumed substance among the Spanish adolescent population. Some of the variables that bear an influence on this consumption include ease of access, use of alcohol by friends and some personality factors. The aim of this study was to analyze and quantify the predictive value of these variables specifically on alcohol consumption in the adolescent population. The useful sample was made up of 6,145 adolescents (49.8% boys and 50.2% girls) with a mean age of 15.4 years (SE= 1.2). The data were analyzed using the statistical model for a count variable and Data Mining techniques. The results show the influence of ease of access, alcohol consumption by the group of friends, and certain personality factors on alcohol intake, allowing us to quantify the intensity of this influence according to age and gender. Knowing these factors is the starting point in elaborating specific preventive actions against alcohol consumption.
topic Zero inflated negative binomial model
drinking behavior
social drinking
data mining
Decision trees
Adolescence.
url http://webs.uvigo.es/sepjf/index.php?option=com_docman&task=doc_download&gid=28&Itemid=110&lang=en
work_keys_str_mv AT alfonsopalmer modellingalcoholconsumptionduringadolescenceusingzeroinflatednegativebinomialanddecisiontrees
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AT bertacajal modellingalcoholconsumptionduringadolescenceusingzeroinflatednegativebinomialanddecisiontrees
AT elenagervilla modellingalcoholconsumptionduringadolescenceusingzeroinflatednegativebinomialanddecisiontrees
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