Effective Positive Negative Association Rule Mining Using Improved Frequent Pattern
Journal Title: International Journal of Modern Engineering Research (IJMER) - Year 2013, Vol 3, Issue 2
Abstract
Abstract: Association Rule is an important tool for today data mining technique. But this work only concern with positive rule generation till now. This paper gives study for generating negative and positive rule generation as demand of modern data mining techniques requirements. Here also gives detail of “A method for generating all positive and negative Association Rules” (PNAR). PNAR help to generates all unseen comparative association rules which are useful for interesting pattern finding. This work focus on determine positive and negative rules, generation of candidate set is key issue in these techniques. This paper also discussed existing techniques, such as frequent pattern growth (FP-growth) method it’s a most efficient and scalable approach for rules generation. This method can generate rules without candidate ser generation. This main problem in FP tree growth is large number of conditional FP tree. This algorithm able to generates all positive and negative association rule mining. We also proposed new positive and negative association rule mining algorithm using improved frequent pattern tree for better and efficient association rules.
Authors and Affiliations
Ruchi Bhargava
Artificial Neural Networks (ANNS) For Prediction of California Bearing Ratio of Soils
The behaviour of soil at the location of the project and interactions of the earth materials during and after construction has a major influence on the success, economy and safety of the work. Another complexit...
Non linear analysis of Robot Gun Support Structure using Equivalent Dynamic Approach
Robot guns are being increasingly ployed in automotive manufacturing to replace risky jobs and also to increase productivity. Using a single robot for a single operation proves to be expensive. Hence fo...
Analysis of the Effects of Infectious Disease in a Closed Population
This work focuses on the analysis of the effects of infectious disease in a closed population. We considered a Drilling rig company in Nigeria positioned several hundred meters from the coast. Because of their remo...
Comparative study on Garments dyeing process and Fabric dyeing process on various parameters (PH, M: L, softener etc)
Today is the world of most scientific and advanced level of dyeing. There are huge numbers of process to do coloration. Natural and man-made colors are also used. In this research, the difference of garments dyeing...
Distributed Utility-Based Energy Efficient Cooperative Medium Access Control in MANETS
Cooperative communication, that utilizes near terminals to relay the overhearing information to grasp the variability gains, choices a nice potential to strengthen the transmission potency in wireless networks....