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...
Main Authors: | , , , |
---|---|
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 |
id |
doaj-12a6d993652a4772be4e77a8e71f16d5 |
---|---|
record_format |
Article |
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 AT jonaroca modellingalcoholconsumptionduringadolescenceusingzeroinflatednegativebinomialanddecisiontrees AT bertacajal modellingalcoholconsumptionduringadolescenceusingzeroinflatednegativebinomialanddecisiontrees AT elenagervilla modellingalcoholconsumptionduringadolescenceusingzeroinflatednegativebinomialanddecisiontrees |
_version_ |
1725586534315327488 |