Performance Evaluation of Algorithms using a Distributed Data Mining Frame Work based on Association Rule Mining
Journal Title: International Journal on Computer Science and Engineering - Year 2011, Vol 3, Issue 12
Abstract
Numerous current data mining tasks can be implemented effectively only in a distributed data mining. Thus distributed data mining has achieved significant importance in the last decade. The proposed distributed data mining application framework, is a data mining tool. This framework aims at developing an efficient association rule mining tool to support effective decision making. Association Rule mining focuses on finding interesting patterns from huge amount of data available in the data warehouses. In order to build strong association rules, it depends on the extraction of association rules by Apriori algorithm, AprioriTID algorithm, AprioriHyprid algorithm, FP growth etc. The efficiency of the distributed data mining framework is determined based on the selection of the algorithm. The object oriented implementation has enabled the system to be platform independent. The use of self defined database format gives an upper hand for the system by operating efficiently without any need for third party database drivers. The mined results can be compared and graphically projected. Finally, some expectations for future work are presented where various modes of graphical representations can be included.
Authors and Affiliations
P. T. Kavitha , Dr. T. Sasipraba
Keywords
Related Articles
- EP ID EP108356
- DOI -
- Views 114
- Downloads 0
Improvement in Word Sense Disambiguation by introducing enhancements in English WordNet Structure
Word sense disambiguation (WSD) is an open problem of natural language processing, which governs the process of identifying the appropriate sense of a word (i.e. intended meaning) in a sentence, when the word has multipl...
Facets of Software Component Repository
The software repository is used for storing, managing, and retrieving large numbers of software components. Repositories should be designed to meet the growing and changing needs of the software development organizations...
Trust Worthy Architecture Implementation for Mobile Ad hoc Networks
A mobile ad hoc network is a wireless communication network that does not rely on a fixed infrastructure and is lack of any centralized control. The wireless and distributed nature of mobile ad hoc networks poses greater...
Inheritance Hierarchy Based Reuse & Reusability Metrics in OOSD
Reuse and reusability are two major aspects in object oriented software which can be measured from inheritance hierarchy. Reusability is the prerequisite of reuse but both may or may not be measured using same metric. Th...
USE OF OPEN SOURCE TECHNOLOGIES FOR ENTERPRISE SERVER MONITORING USING SNMP
This paper focuses on the evolving trend of Data Center Monitoring in enterprise using SNMP protocol & open source platforms for proactive server monitoring and data center management. It also focuses on the need of...