A GENETIC PROGRAMMING APPROACH TO RECORD DEDUPLICATION PDF
In this article we are going to discuss about how genetic programming can be used for record deduplication. Several systems that rely on the integrity of the data. GP-based approach we proposed to record deduplication by performing a comprehensive Keywords: Genetic Programming, DBMS, Duplication, Optimisation. Request PDF on ResearchGate | A Genetic Programming Approach to Record Deduplication | Several systems that rely on consistent data to.
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Home Archives Vol 2 No 06 Improving efficiency and reducing capacity requirements.
Is you data dirty? Since record deduplication is a time taking task even for small repositories, the qpproach is to foster a method that finds a proper combination of the proper pieces of attribute with similarity function, thus yielding a deduplication function that maximizes performance using a small representative portion of the corresponding data for training purposes.
The proposed system has to develop new method, modified bat algorithm for record duplication. Chitra DeviS. UDD, which for a given query, can effectively identify duplicates from rpogramming query result records of different web databases. Record deduplication is the task of identifying, in a data storage, records that refer to the same real entity or any object in spite of spelling mistakes, typing errors, different writing styles or even different schema representations or data types.
An analysis of the behavior of a class of genetic adaptive systems. Chitra Devi and S. ElmagarmidPanagiotis G. The system shares many similarities function with generational computation techniques such as Genetic programming approach. In the existing system aims at providing Unsupervised Duplication Detection method which can be used to identify and remove the duplicate records from different data storge.
The approach joins several different pieces of attribute appriach similarity function extracted from the data content to produce a deduplication function that is able to identify whether two or more entries in a repository are replicas or not.
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References Publications referenced by this paper.
A Survey Ahmed K. Topics Discussed in This Paper. Several systems that rely on the integrity of the data in order to offer high quality services, such as digital libraries and ecommerce brokers, may be affected by the existence of duplicates, quasi-replicas, or near-duplicates entries in their repositories.
Downloads Download data dedupliation not yet available. Starting from the non duplicate reocord set, the two different classifiers, a Weighted Component Similarity Summing Classifier WCSS is used to knowing the duplicate records from the non duplicate record and presently a genetic programming GP approach to record deduplication. IpeirotisVassilios Xeduplication.
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Skip to search form Skip to main content. The aim behind is to create a flexible and effective method that uses Data Mining algorithms. Citations Publications citing this paper.
Vol 2 No 06 Page No.: International Journal of Engineering and Computer Science2 Quick jump to page content. But the optimization of result is less. Showing of 18 references.
Effective method E-commerce Time complexity Data computing. From This Paper Topics from this paper. Genetic programming Data deduplication Repository Digital library.