An Efficient Algorithm to Automated Discovery of Interesting Positive and Negative Association Rules
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2015, Vol 6, Issue 6
Abstract
Association Rule mining is very efficient technique for finding strong relation between correlated data. The correlation of data gives meaning full extraction process. For the discovering frequent items and the mining of positive rules, a variety of algorithms are used such as Apriori algorithm and tree based algorithm. But these algorithms do not consider negation occurrence of the attribute in them and also these rules are not in infrequent form. The discovery of infrequent itemsets is far more difficult than their counterparts, that is, frequent itemsets. These problems include infrequent itemsets discovery and generation of interest negative association rules, and their huge number as compared with positive association rules. The interesting discovery of association rules is an important and active area within data mining research. In this paper, an efficient algorithm is proposed for discovering interesting positive and negative association rules from frequent and infrequent items. The experimental results show the usefulness and effectiveness of the proposed algorithm.
Authors and Affiliations
Ahmed Abdul-WahabAl-Opahi, Basheer Al-Maqaleh
Keywords
Related Articles
- EP ID EP122226
- DOI 10.14569/IJACSA.2015.060623
- Views 111
- Downloads 0
Privacy Concerns in Online Social Networks: A Users’ Perspective
Social networking has elevated the human life to the heights of interaction, response and content sharing. It has been offering state of the art facilities to its users for a long time. Though, over the period of time, t...
An Analysis of Information Technology on Data Processing by using Cobit Framework
Information technology and processes is inter connected, directing and controlling the company in achieving corporate goals through value-added and balancing the risks and benefits of information technology. This study i...
ATM Security Using Fingerprint Biometric Identifer: An Investigative Study
The growth in electronic transactions has resulted in a greater demand for fast and accurate user identification and authentication. Access codes for buildings, banks accounts and computer systems often use persona...
Data Modeling Guidelines for NoSQL Document-Store Databases
Good database design is key to high data avail-ability and consistency in traditional databases, and numerous techniques exist to abet designers in modeling schemas appropri-ately. These schemas are strictly enforced by...
Cookies and Sessions: A Study of what they are, how they can be Stolen and a Discussion on Security
Cookies and sessions are common and vital to a person’s experience on the Internet. The use of cookies was originally used to overcome a memoryless protocol while using a tiny amount of the system’s resources. Cookies ma...