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Overcoming the Impasse 1: Reporting on Recent Australian Experiences in The Use of Privacy-Preserving Record Linkage Methods Using Bloom Filters

open access: yesInternational Journal of Population Data Science, 2020
Introduction Notwithstanding the growth in the number and type of datasets that are being included in data linkage projects, some datasets remain ‘hard to include’ in operational linkage systems. Legal or regulatory constraints often restrict the release
Anna Ferrante   +7 more
doaj  

Quality and complexity measures for data linkage and deduplication [PDF]

open access: yes, 2007
Summary. Deduplicating one data set or linking several data sets are increasingly important tasks in the data preparation steps of many data mining projects. The aim of such linkages is to match all records relating to the same entity.
C Shearer   +17 more
core   +1 more source

Record linkage is feasible with non‐identifiable trauma and rehabilitation datasets

open access: yesAustralian and New Zealand Journal of Public Health, 2016
Objectives: 1) Describe probabilistic linkage (PL) for road trauma and rehabilitation records in New South Wales (NSW) Australia. 2) Determine the accuracy of linkage for these records.
Jane Wu   +4 more
doaj   +1 more source

Implementing privacy-preserving record linkage: welcome to the real world

open access: yesInternational Journal of Population Data Science, 2017
Objectives While record linkage has become a strategic research priority within Australia and internationally, legal and administrative issues prevent data linkage in some situations due to privacy concerns.
James Boyd   +4 more
doaj   +1 more source

A Toolbox for Record Linkage

open access: yesAustrian Journal of Statistics, 2004
We developed a record-linkage toolbox in order to compare the performance of various string-similarity measures for German surnames. This ”Matching Tool-Box” (MTB) is made up by independent, highly portable JAVA-programs. MTB is currently used for prototyping pre-processing tools and the empirical comparison of string-similarity measures.
Schnell, Rainer   +2 more
openaire   +2 more sources

Performance Evaluation and Accuracy Improvement in Individual Record Linking Problems Using Decision Tree Algorithm in Machine Learning [PDF]

open access: yesIranian Journal of Information Processing & Management
Record linkage is a vital process for consolidating data from different sources, particularly in Persian records where diverse data structures and formats present challenges. To tackle these complexities, an expert system with decision tree algorithms is
Vadood Keramati   +3 more
doaj   +1 more source

Behavior based record linkage [PDF]

open access: yesProceedings of the VLDB Endowment, 2010
In this paper, we present a new record linkage approach that uses entity behavior to decide if potentially different entities are in fact the same. An entity's behavior is extracted from a transaction log that records the actions of this entity with respect to a given data source. The core of
Mohamed Yakout   +4 more
openaire   +1 more source

An Experiment with Hierarchical Bayesian Record Linkage [PDF]

open access: yes, 2012
In record linkage (RL), or exact file matching, the goal is to identify the links between entities with information on two or more files. RL is an important activity in areas including counting the population, enhancing survey frames and data, and ...
Larsen, Michael D.
core  

Comparing Record Linkage methods for real-world perinatal and neonatal data without unique identifiers

open access: yesInternational Journal of Population Data Science, 2019
Background Data on newborns is regularly linked for epidemiological research. However, hospital data often suffers from incomplete data. We report on a linkage of two population-covering administrative health databases containing neonatal and perinatal ...
Rainer Schnell, Christian Borgs
doaj   +1 more source

Privacy‐preserving record linkage

open access: yesWIREs Data Mining and Knowledge Discovery, 2013
It has been recognized that sharing data between organizations can be of great benefit, since it can help discover novel and valuable information that is not available in individual databases. However, as organizations are under pressure to better utilize their large databases through sharing, integration, and analysis, protecting the privacy of ...
Vassilios S. Verykios, Peter Christen
openaire   +2 more sources

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