[PDF] Top 20 AN OPTIMIZED TECHNIQUE FOR DUPLICATE DETECTION IN XML DATA

... complex XML using MD5 algorithm. As well presents a novel method for XML duplicate detection, called XMLDup which uses a Bayesian network to determine the probability of two XML ... See full document

... Effective Duplicate Detection in Hierarchical Data focuses on the homogeneous xml schema duplicate detection using the Bayesian ...the duplicate in XML ...effective ... See full document

... novel duplicate detection approach for XML data is common top-down and bottom- up approaches, performs well comparison strategy we presented considers pair wise comparisons in ascending order ... See full document

... recognition technique is ...new technique that describe neighbourhood position estimation from four camera utilizing by location and our combination ...the technique to comprehend the issue brought ... See full document

... exact duplicate records, rather it is to find those that refer to the same work but differ in some ...inconsistent data entry. One such detection method was developed by Ridley [Ridley 92] who ... See full document

... It is expect that access to a user‟s information in the Cloud will exhibit a normal means of access. User profiling is a well-known technique that can be apply here to model how, when, and how much a user accesses ... See full document

... existing duplicate detection methods. SNM is able to speed up the data cleaning process by only examining neighboring records that is in the sliding window for a relevant ...are Duplicate ... See full document

... the data and make it easily ...takes data and optimized the data according to language based searches and stores it in a sophisticated ...copied data identification and its removing ... See full document

... Parallel Duplicate Detection with Map reduce concept ...of data is also good comparatively [5]. The Progressive duplicate detection makes it different from the traditional approach by ... See full document

... large data sets efficiently, but do not require the ER result to be ...people data from the web may simply be too large to completely resolve with a reasonable amount of ... See full document

... identical duplicate entries in database ...commonplace data cleaning is going to be the cornerstone for correcting errors in systems which are accumulating vast amounts of errors on a daily ...benchmarking ... See full document

... learning technique inspired by natural ...is optimized for the used metric, but performs worse on closely related ...training data selection, to ensure a fair comparison, but the selection changes ... See full document

... based duplicate record detection solution architecture is proposed, designed and implemented to support the wide range variations of several ...tools. Duplicate record detection is the process ... See full document

... the data duplication. Here we come up with solution called the data duplicate detection ...the technique called progressive duplicate ...progressive duplicate ... See full document

... The next major and crucial step in this module is blocking. Blocking “typically refers to the procedure of subdividing data into a set of mutually exclusive subsets (blocks) under the assumption that no matches ... See full document

... structured data from forum sites are discussed in brief and a comparative study of those techniques has been performed in this ...discovery, duplicate links detection, support to deal with template ... See full document

... on duplicate detection, also known as entity resolution and by many other names focuses on pair selection algorithms that try to maximize recall on the one hand and efficiency on the other ...progressive ... See full document

... Abstract— In the current generation social network has become a popular way to communicate with each other which are spread across diverse location around the world. In social network any user can find other users and ... See full document

... on duplicate detection often focus on reducing the overall ...of duplicate detection, but in contrast to our progressive techniques, they need to run for certain periods of time and cannot ... See full document

... of data cleaning and data quality in ...the data warehouse. Duplicate elimination is hard because it is caused by several types of errors like typographical errors, and different ... See full document