Decision Support Approach based Rough Sets Theory to Investigate the Relationship between Personality Traits and Drug User (Year-based Definition)

Authors

Abdelbaset A. Hares, College of Business Administration, Prince Sattam bin Abdulaziz University, Al-Kharj11942, Saudi ArabiaFollow
H. A. mohamed, College of Science and Humanities, Department of Mathematics, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia\\ Department of Basic Engineering Science, Faculty of Engineering, Menofia University, Shebin-Elkom, EgyptFollow
Miad Abu Hawsah, Department of Basic Engineering Science, Faculty of Engineering, Menofia University, Shebin-Elkom, EgyptFollow

Author Country (or Countries)

Saudi Arabia

Abstract

There is no doubt that the use of drugs has significant consequences for society, it introduces risk into the human life, increasing risk of poor health and greater earlier mortality and morbidity. The rapid growth of artificial intelligence and machine learning can provide useful tools for analyzing this problem; various methods have been given by researchers for increasing the prediction rate of drug users. This work proposes a decision support approach to investigate the relationship between drug user (year-based user definition) and personality traits. Psychologists approved the recent personality traits Five Factor Model (FFM) for understanding human individual differences. Two additional factors of personality are proven to be important for analysis of substance use, Impulsivity and Sensation-Seeking. The data of five factor personality profiles, Impulsivity and Sensation-Seeking, in addition to biographical data of 21 different types of legal and illegal drugs are depicted in tabular form and rough sets principles are applied to obtain all reducts and set of generalized rules are extracted to predict the drug user/Non-user (year-based user definition). The resultant set of classification rules performed with basic logic functions can be considered as knowledge base with high accuracy and may be valuable in many applications.

Digital Object Identifier (DOI)

http://dx.doi.org/10.18576/amis/160607

Recommended Citation

A. Hares, Abdelbaset; A. mohamed, H.; and Abu Hawsah, Miad (2022) "Decision Support Approach based Rough Sets Theory to Investigate the Relationship between Personality Traits and Drug User (Year-based Definition)," Applied Mathematics & Information Sciences: Vol. 16: Iss. 5, Article 7.
DOI: http://dx.doi.org/10.18576/amis/160607
Available at: https://digitalcommons.aaru.edu.jo/amis/vol16/iss5/7