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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By clicking accept or continuing to use the site, you agree to the terms outlined in our Privacy PolicyTerms of Serviceand Dataset License. Since record deduplication is a time taking task even for small repositories, the aim 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.

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. Record deduplication[1] 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.


Suresh Babu Published In this article we are going to discuss about how genetic programming can be used for record deduplication. The system shares many similarities function with generational computation techniques such as Genetic programming approach. References Publications referenced by this paper. Citations Publications citing this paper.

A Genetic Programming Approach for Record Deduplication – Semantic Scholar

Is you data dirty? Vol 2 No 06 Page No.: Topics Discussed in This Paper. The approach joins several different pieces of attribute with 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. But the optimization of result is less. Genetic programming Data deduplication Repository Digital library.

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Downloads Download data is not yet available. In the existing system aims at providing Unsupervised Duplication Detection method which can be used to approxch and remove the duplicate records from different data storge. Effective method E-commerce Time complexity Data computing.

From This Paper Topics from this paper. The proposed system has to develop new method, modified bat algorithm for record duplication. Showing of 18 references. IpeirotisVassilios S. Skip to search form Skip to main content.


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. ElmagarmidPanagiotis G. Chitra DeviS.

Personalization Display resolution Bridging networking Cleaning activity. Quick jump to page content. An analysis of the behavior of a class of genetic adaptive systems.


The aim behind is to create a flexible and effective method that uses Data Mining algorithms. UDD, which for a given query, can effectively identify duplicates from the query result records of different web databases. Improving efficiency and aoproach capacity requirements. A Survey Ahmed K. Home Archives Vol 2 No 06 International Journal of Engineering and Computer Science2 Chitra Devi and S.