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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Skip to search form Skip to main content. A Survey Ahmed K. 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. The proposed system has to develop new method, modified bat algorithm for record duplication.

Personalization Display resolution Bridging networking Cleaning activity. International Journal of Engineering and Computer Science2 Genetic programming Data deduplication Repository Digital library. Showing of 18 references. The aim behind is to create a flexible and effective method that uses Data Mining algorithms. By clicking accept or continuing to use the site, you agree to the terms outlined in our Privacy PolicyTerms of Serviceand Appfoach License.


The system shares many similarities function with generational computation techniques such as Genetic programming approach. Citations Publications citing this paper. Recors 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.

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An analysis of the behavior of a class of genetic adaptive systems. Vol 2 No 06 Page Recrd Quick jump to page content. 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 deduplicaiton whether two or more entries in a repository are replicas or not.

Chitra DeviS. 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.

From This Paper Topics from this paper. References Publications referenced by this paper.


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But the optimization of result is less. Chitra Devi and S.

Home Archives Vol 2 No 06 Is you data dirty? IpeirotisVassilios S. Since record deduplication is a time taking task even for prgramming 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.

Suresh Babu Published In this article we are going to discuss about how genetic programming can be used for record deduplication. UDD, which for a given query, can effectively identify duplicates from the query result records of different web databases. Topics Discussed in This Paper. ElmagarmidPanagiotis G. In the existing system aims at providing Unsupervised Duplication Detection method which can be used to reccord and remove the duplicate records from different data storge.

Improving efficiency and reducing capacity requirements.