[PDF] Top 20 Effective Progressive Algorithm for Duplicate Detection on Large Dataset
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Effective Progressive Algorithm for Duplicate Detection on Large Dataset
... the progressive sorted neighborhood method and progressive ...of duplicate detection for situations with limited execution time; they dynamically change the ranking of comparison candidates ... See full document
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DUPLICATE DETECTION USING PROGRESSIVE ARRANGED NEIGHBORHOOD METHOD AND PROGRESSIVE BLOCKING
... presented duplicate detection approaches calculate a hint only for a specific partition, which is a (possibly large) subset of records that fits into main ...a large dataset after ... See full document
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A Scalable approach to detect the duplicate data using Iterative parallel sorted neighbourhood method
... Traditional Progressive duplicate detection algorithms namely progressive sorted neighbourhood method (PSNM) with scalable approaches named as Parallel sorted neighbourhood Method, which ... See full document
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Duplicate Detection by Progressive Sorted Neighbor Method
... of progressive duplicate detection techniques, called ―hints‖ ...presented duplicate detection approaches calculate a hint only for a specific partition, which is a (possibly ... See full document
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Algorithms for Efficient Duplicate Detection
... PSNM algorithm differs by dynamically changing the execution order of the comparisons based on look-ahead ...results. Progressive blocking (PB) algorithm [14] is another method for duplicate ... See full document
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Duplicate Detection by Progressive Techniques
... [8]Efficient duplicate detection is an important task especially in large datasets. In this paper, they have compared two important approaches, blocking and windowing, for reducing the number of ... See full document
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Duplicate Detection by Progressive Techniques
... [8]Efficient duplicate detection is an important task especially in large datasets. In this paper, they have compared two important approaches, blocking and windowing, for reducing the number of ... See full document
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An Efficient Approach towards Duplicate Detection System
... The duplicate detection is the process of identifying the entities who has multiple representation of the same real world entity, as the duplicate detection methods has to process large ... See full document
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Progressive Detection of Duplicate Data
... on progressive algorithms, which try to report most matches early on, while possibly slightly increasing their overall ...novel, progressive duplicate detection algorithms namely ... See full document
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Efficient and Effective Duplicate Detection Evaluating Multiple Data using Genetic Algorithm
... novel, progressive duplicate detection algorithms namely progressive sorted neighborhood method (PSNM), which performs best on small and almost clean datasets, and progressive blocking ... See full document
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A Comparison between Two Variants of Sorted Neighborhood Method
... cleansing, Duplicate detection is the process of finding multiple records that represent the same real-world entity in a ...very large dataset and the duplicate detection needs ... See full document
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Comprehensive and Progressive Duplicate Entities Detection Veerisetty Ravi Kumar & Nagaraju Medida
... the dataset. We propose two novel, progressive duplicate detection algorithms namely Progressive Sorted Neighborhood Method (PSNM), which performs best on small and almost clean ... See full document
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Incremental Detection Of Redundancy And Data Pruning
... like duplicate entries may occur, creating knowledge cleansing and especially duplicate detection ...render duplicate detection processes ...deduplication. Progressive ... See full document
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Progressive Replication Identification
... Duplicate detection is the process of identifying multiple representations of same real world ...Today, duplicate detection methods need to process ever larger datasets in ever shorter time: ... See full document
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A Survey on Duplicate Identification using Naive Detection Algorithm
... files detection is divided into three ...secondly duplicate definition, the criteria based on which two duplicate candidates are in reality ...The duplicate detection problem has two ... See full document
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ContinuousDuplicate Identification using Naive Detection Algorithm
... of duplicate file is main data quality concern in large ...duplication detection. Duplicate detection is process of detecting all cases of multiple method of same real world ...naive ... See full document
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Distance Based Algorithm for Effective Outliers Classification and Prediction of WDBC Dataset
... outlier detection is difficult to solve efficiently in very large datasets because of poten-tial quadratic time ...but effective indexing and disk block accessing techniques, a sequential ... See full document
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Usual Duplicate Detection Using Progressive Algorithms with Improving Efficiency Dr Ch GVN Prasad, M Veena & S Sai Sharat Chandra
... Block size: A block pair entailing of two small blocksoutlines only few assessments. Using such small blocks,the PB algorithm cautiously chooses the most promisingcomparisons and avoids many less promising ... See full document
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Handling Duplicate Data Detection Of Query Result from Multiple Web Databases Using Unsupervised Duplicate Detection With Blocking Algorithm
... non duplicate records from the same source can be used as training ...Unsupervised Duplicate Detection (UDD) uses two cooperating classifiers, a Weighted Component Similarity Summing (WCSS) ... See full document
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A Generalization of PSNM and PB Algorithms for Duplicate Detection in a Dataset
... the progressive sorted local procedure and modern ...of duplicate detection for instances with restrained execution time; they dynamically trade the ranking of evaluation candidates situated on ... See full document
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