SEQUENTIAL DATA MINING: EXPLORING THE REDUNDANT PATTERNS FROM SEQUENCES TO MINIMIZE THE OVERALL PATTERNS
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 2015, Vol 4, Issue 1
Abstract
Recent studies in discovering patterns from sequence data have shown the significant impact in many aspects of data mining. In this research, a novel method of finding the redundant pattern is proposed. To efficiently discover the redundant pattern, the focus is on developing new algorithms. Rapid increase of the sequential data has created the problem of discovering meaningful patterns from sequences. The most challenging problem is to find repeating patterns with gap constraints. In this work, we identify a new research for mining the redundant patterns with gap constraints. To solve the problem, we propose algorithm with components such as: (1) Data-driven pattern generation approach to avoid generating unnecessary candidates for validation. (2) Back-tracking pattern search process to discover approximate occurrences of a pattern under user specified gap constraints. (3) An Apriori-like deterministic pruning approach to progressively prune patterns and cease the search process if necessary. It is proposed to conduct experimental analysis on the synthetic and standard data sets. It is also proposed to conduct comparative analysis of the developed algorithms with the state of art algorithms.
Authors and Affiliations
TamboliSuraj Mubarak, Prabhudev Irabashetti, Sutar Mushtaq
Keywords
Related Articles
- EP ID EP142632
- DOI -
- Views 51
- Downloads 0
UP GRADATION OF LIGNITE COAL BY WET SIEVE TECHNIQUE FROM MATASUKH MINES OF NAGAUR, RAJASTHAN, INDIA
Energy consumption per capita in modern society, The drastic development in industrial sector, commercial sector due to tomization the energy supply was started by lignite coal along with other energy source in w...
Analysis of Component Integration in Component-based Development Paradigm
Component-based software development is achieving more popularity in today’s software development community due to the increasing complexity of software systems, increasing costs of maintenance, and decreasing co...
ENRICHMENT OF FLUX BY NICKEL TO IMPROVE TENSILE STRENGTH AND HARDNESS IN SUBMERGED ARC WELDING
The world is changing toward a market for productivity benefits highly dependent on technology, which will drive automation in the future. Submerged Arc Welding (SAW) is one of the automatic processes employed in...
ENVIRONMENTAL MONITORING OF SOLID HAZARDOUS WASTE POLLUTION
The article is to discuss the methods for evaluating the quality of the environment available. The need Assess the quality of the insurer's what contaminant concentrations resulting environmental hazardous waste s...
EFFECTIVELY REMOVING HALO-ACETIC ACIDS FROM WATER BY BIOACTIVATED CARBON METHOD
This study focused an effective method of bio-activated carbons to treat excess amounts of halo-acetic acids (HAAs) in raw water in a water treatment plant. Experiments were conducted in pilot scale treatment system to...