Study of the factors associated with substance use in adolescence using association rules

Adicciones

Volumn 22, Issue 4, 2010, Pages 293-300

  García, Elena Gervilla ^a   Blasco, Berta Cajal ^a   López, Rafael Jiménez ^a   Pol, Alfonso Palmer ^a  

^a UNIVERSITAT DE LES ILLES BALEARS   (Spain)

Author keywords

Adolescence; Association rules; Data mining; Drugs of abuse; Substance consumption

Indexed keywords

ADDICTION; ADOLESCENT; ARTICLE; DATA MINING; FEMALE; HUMAN; MALE; PSYCHOLOGICAL ASPECT; SPAIN;

ADOLESCENT; DATA MINING; FEMALE; HUMANS; MALE; SPAIN; SUBSTANCE-RELATED DISORDERS;

EID: 78650437830     PISSN: 02144840     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (44)

1. Abar, C. & Turrisi, R. (2008). How important are parents during the college years? A longitudinal perspective of indirect influences parents yield on their college teens' alcohol use. Addictive Behaviors, 33, 1360-1368.
2. Agrawal, R. & Srikant, R. (1994). Fast algorithms for mining association rules. Paper presented at the 20th International Conference on Very Large Databases, Santiago, Chile.
3. Agrawal, R., Imielinski, T. & Swami, A. (1993). Mining association rules between sets of items in large databases. Proceedings of the 1993 ACM-SIGMOD International Conference on Management of Data, 207-216.
4. Beck, K.H., Boyle, J.R. & Boekeloo, B.O. (2004). Parental monitoring and adolescent drinking: results of a 12-year follow-up. American Journal of Health Behavior, 28, 272-279.
5. Becoña, E. (2002). Factores de riesgo y protección familiar para el uso de drogas. In R. Secades and J.R. Fernández (Eds.), Intervención Familiar en la Prevención de las Drogodependencias. Madrid: Plan Nacional sobre Drogas.
6. Brook, J.S., Brook, D.W., De La Rosa, M., Whiteman, M., Jonson, E. & Montoya, I. (2001). Adolescent illegal drug use: the impact of personality, family, and environmental factors. Journal of Behavioral Medicine, 24, 183-203.
7. Cava, M.J., Murgui, S. & Musitu, G. (2008). Diferencias en factores de protección del consumo de sustancias en la adolescencia temprana y media. Psicothema, 20, 389-395.
8. Ciairano, S., Bosma, H.A., Miceli, R. & Settani, M. (2008). Adolescent substance use in two European countries: Relationships with psychosocial adjustment, peers, and activities. International Journal of Clinical and Health Psychology, 8, 119-138.
9. De la Villa, M., Rodríguez, F.J. & Sirvent, C. (2006). Factores relacionados con las actitudes juveniles hacia el consumo de alcohol y otras sustancias psicoactivas. Psicothema, 18, 52-58.
10. Dick, D.M., Pagan, J.L., Viken, R., Purcell, S., Kaprio, J., Pulkkinen, L., & Rose, R.J. (2007). Changing environmental influences on substance use across development. Twin Research and Human Genetics, 10, 315-326.
11. DiClemente, R.J., Wingood, G.M., Crosby, R., Sionean, C., Cobb, B.K., Harrington, K., Oh, M.K. (2001). Parental monitoring: association with adolescents' risk behaviors. Pediatrics, 107, 1363-1368.
12. Dunham, M.H. (2003). Data Mining. Introductory and Advanced Topics. New Jersey: Pearson Education.
13. Elosua, P. (2009). ¿Existe vida más allá del SPSS? Descubre R. Psicothema, 21, 652-655.
14. Engels, R.C.M.E., Dekovic, M., Finkenauer, C. & Meeus, W. (2001). Parental attachment and adolescents' and emotional adjustment: the associations with the social skills and relational competence. Journal of Counseling Psychology, 48, 428-439.
15. Espada, J.P. & Méndez, F.X. (2002). Factores familiares, comportamientos perturbadores y drogas en la adolescencia. In J.R. Fernández and R. Secades (Eds.), Intervención Familiar en la Prevención de las Drogodependencias. Madrid: Plan Nacional sobre Drogas.
16. Espada, J.P., Pereira, J.R. & García-Fernández, J. (2008). Influencia de los modelos sociales en el consumo de alcohol de los adolescentes. Psicothema, 20, 531-537.
17. European Monitoring Centre for Drugs and Drug Addition (2008). 2008 Annual Report: The state of the drugs problem in Europe. [Document WWW]. URL Retrieved 8, November, 2008 from http://www.emcdda.europa.eu/attachements.cfm/ att-64227-EN-EMCDDA-AR08-en.pdf
18. Farrell, A. D., Sullivan, T. N., Esposito, L. E., Meyer, A. L. & Valois, R. F. (2005). A latent growth curve analysis of the structure of aggression, drug use, and delinquent behaviors and their interrelations over time in urban and rural adolescents. Journal of Research on Adolescence, 15, 179-204.
19. Fernández, J.R., Secades, R., Vallejo, G. & Errasti, J.M. (2003). Evaluation of what parents know about their children's drug use and how they perceive the most common family risk factors. Journal of Drug Education, 33, 334-350.
20. Gerra, G., Angioni, L., Zaimovic, A., Moi, G., Bussandri, M., Bertacca, S.,⋯ Nicoli, M.A. (2004). Substance use among high-school students: relationships with temperament, personality traits, and parental care perception. Substance Use & Misuse, 39, 345-367.
21. Gervilla, E. & Palmer, A. (2010). Prediction of cannabis and cocaine use in adolescence using decision trees and logistic regression. The European Journal of Psychology Applied to Legal Context, 2, 19-35.
22. Gervilla, E., Cajal, B., Roca, J. & Palmer, A. (2010). Modelling alcohol consumption during adolescence using Zero Inflated Negative Binomial and Decision Trees. The European Journal of Psychology Applied to Legal Context, 2, 145-159.
23. Graña, J.L. (2000). Factores psicológicos de riesgo y de protección para el consumo de drogas en adolescentes. Psicología Conductual. Revista Internacional de Psicología Clínica de la Salud, 8, 249-269.
24. Han, J. & Kamber, M. (2006). Data Mining: Concepts and Techniques (2nd. ed.). San Francisco: Morgan Kaufmann.
25. Hand, D.J. (2007). Principles of Data Mining. Drug Safety, 30, 621-622.
26. Jessor, R. & Jessor, S. (1980). A social-psychological framework for studying drug use. In D.J. Letteri, M. Sayers and H.W. Pearson, eds. Theories on Drug Abuse: Selected Contemporary Perspectives, pp. 95-101. Rockville, MD: National Institute on Drug Abuse.
27. Kivinen, J. & Mannila, H. (1994). The power of sampling in Knowledge Discovery. In Proceedings of the Thirteenth ACM SIGACTSIGMOD-SIGART Symposium on Principles of Database Systems (PODS'94) (pp. 77-85). Minneapolis, MN: ACM Press.
28. Kokkevi, A., Richardson, C., Florescu, S., Kuzman, M. & Stergar, E. (2007). Psychosocial correlates of substance use in adolescence: A cross-national study in six European countries. Drug and Alcohol Dependence, 86, 67-74. (Pubitemid 44780808)
29. Larose, D.T. (2005). Discovering Knowledge in Data: An Introduction to Data Mining. Hoboken, NJ: Wiley.
30. Martínez, J.L., Fuertes, A., Ramos, M. & Hernández, A. (2003). Consumo de drogas en la adolescencia: importancia del afecto y la supervisión parental. Psicothema, 15, 161-166.
31. Martínez, J.M. & Robles, L. (2001). Variables de protección ante el consumo de alcohol y tabaco en adolescentes. Psicothema, 13, 222-228.
32. Mewse, A.J., Eiser, J.R., Slater, A.M. & Lea, S.E.G. (2004). The smoking behaviors of adolescents and their friends: do parents matter? Parenting: Science and Practice, 4, 51-72.
33. Muñoz, M. & Graña, J.L. (2001). Factores familiares de riesgo y de protección para el consumo de drogas en adolescentes. Psicothema, 13, 87-94.
34. Olsson, C., Coffey, C., Toumbourou, J., Bond, L., Thomas, L. & Patton, G. (2003). Family risk factors for cannabis use: a populationbased survey of Australian secondary school students. Drug and Alcohol Review, 2, 143-152.
35. Peña, M. E., Andreu, J. M. & Graña, J. L. (2009). Multivariate model of antisocial behavior and substance use in Spanish adolescents. Journal of Child & Adolescent Substance Abuse, 18, 207-220.
36. Scholte, R.H.J., Poelen, E.A.P., Willemsen, G., Boomsma D.I. & Engels, R.C.M.E. (2008). Relative risks of adolescent and young adult alcohol use: The role of drinking fathers, mothers, siblings, and friends. Addictive Behaviors, 33, 1-14.
37. Schwarz, N. (1999). Self-report: how the questions shape the answers. American Psychologist, 54, 93-105.
38. Shmueli, G., Patel, N.R. & Bruce, P.C. (2007). Data mining in Excel: Lecture Notes and Cases. Arlington, VA: Resampling Stats, Inc. Simons-Morton, B. (2007). Social influences on adolescent substance use. American Journal of Health Behavior, 31, 672-684.
39. Simons-Morton, B. (2007). Social influences on adolescent substance use. American Journal of Health Behavior, 31, 672-684.
40. Stone, A.L. & Latimer, W.W. (2005). Adolescent substance use assessment: concordance between tools using self-administered and interview formats. Substance Use & Misuse, 40, 1865-1874.
41. Stormshak, E.A. & Dishion, T.J. (2009). A school-based, family-centered intervention to prevent substance use: the family check-up. The American Journal of Drug and Alcohol Abuse, 35, 227-232.
42. Timmermans, M. Van Lier, P.A.C. & Koot, H.M. (2008). Which forms of child/adolescent externalizing behaviors accounts for late adolescent risky sexual behaviour and substance use? Journal of Child Psychology and Psychiatry, 49, 386-394.
43. Van der Vorst, H., Engels, R.C.M.E., Dekovic, M., Meeus, W. & Versmulst, A.A. (2007). Alcohol-specific rules, personality and adolescents' alcohol use: a longitudinal person-environment study. Addiction, 102, 1064-1075.
44. Walls, T.A., Fairlie, A.M. & Wood, M.D. (2009). Parents do matter: a longitudinal two-part mixed model of early college alcohol participation and intensity. Journal of Studies on Alcohol and Drugs, 70, 908-918.