An Implementation of Sequential Rule Mining Using Mapreduce Based Genetic Algorithm
Journal Title: Scholars Journal of Engineering and Technology - Year 2017, Vol 5, Issue 7
Abstract
Sequential rule mining is a fundamental technique of data mining which has many application one of which is in the area of bioinformatics. Bioinformatics is an application of information technology to store gigantic biological data in an organised way so that the data can easily be analysed. These biological data is in form of sequences of proteins and sequence analysis is one of the major research areas in bioinformatics. These Bioinformatics data are incremental datasets and at the present era of cheap information technology these bioinformatics data has become big data. Efficient mining of big data require parallel as well as iterative techniques. Here we propose a technique to analyse these sequential data and extract sequential rule using map reduce Framework of Hadoop mounted over genetic algorithm. Map reduce is responsible for parallelizing of mining technique where as genetic algorithm would work in an iterative manner to generate sequential rules from DNA sequences. Keywords: Data mining, rule mining, Big data, Hadoop, Mapreduce, Genetic Algorithm.
Authors and Affiliations
Amanjeet Kour, Om prakash Dewangan, Toran verma
Keywords
Related Articles
- EP ID EP386667
- DOI -
- Views 98
- Downloads 0
On The Integral Solutions Of The Binary Quadratic Equation x2=15y2-11t
The binary quadratic Diophantine equation represented by , t odd is analysed for its non-zero distinct integer solutions. Employing the lemma of Brahmagupta, infinitely many integral solutions of the above Pell equatio...
The Design and Construction of an Industrial Mobile Robot
This project is aimed at the design, control, and operation of a mobile robot intended for industrial applications.This project is a redesign of an existing work with features added to meet the current trend in robotics...
Optimal Design and Structural Analysis of Internally Pressurized Thin-Walled Shells
The objective of this study is to utilize nonlinear constrained optimization to optimally design and analyze the features of an internally pressurized thin-walled shell for mini liquefied petroleum gas storage and transp...
Antidiabetic and Antioxidant Efficacy of Bone Marrow Stem Cells on Stze-Induced Male Albino Wistar Rats
Diabetes mellitus is a multi-metabolic disorder that influences more than 348 million people worldwide [5]. A key goal of diabetes treatment is to prevent complications because over time, diabetes can damage the heart, b...
Mild Steel Corrosion Inhibition by Plant Extract in 0.1 M Hydrochloric Acid Solution
Extract of Clerodendrumphlomidis plants leaves was investigated as corrosion inhibitor of mild steel in 0.5M HCl using conventional weight loss method and scanning electron microscopic studies. The weight loss results sh...