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data Anonymization

Data Anonymization Using Map Reduce On Cloud

Data Anonymization Using Map Reduce On Cloud

... preserving data analysis and data publishing are becoming serious problems in today’s ongoing ...of data anonymization techniques are ...to data anonymization and deliberately ...

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An Iterative Probabilistic Approach Towards Data Anonymization

An Iterative Probabilistic Approach Towards Data Anonymization

... Abstract— Data mining is the process by which useful knowledge is discovered from ...various anonymization techniques were ...allowing data miners to discover useful ...iterative anonymization ...

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Generalization Technique for Data Anonymization in Securing PHR

Generalization Technique for Data Anonymization in Securing PHR

... Several anonymization techniques, such as generalization and bucketization, have been designed for privacy preserving micro data ...Maximizing data usage and minimizing privacy risk are two ...

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Title: A SURVEY ON DATA ANONYMIZATION TECHNIQUES FOR LARGE DATA SETS

Title: A SURVEY ON DATA ANONYMIZATION TECHNIQUES FOR LARGE DATA SETS

... Abstract— Data anonymization is used to remove user specific information from published data ...of anonymization techniques are used to eliminate various types of ...attacks. ...

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Feature Based Data Anonymization for High Dimensional Data

Feature Based Data Anonymization for High Dimensional Data

... (1986) Anonymization refers to the PPDP approach that seeks to hide the sensitive data and/or the identity of record owners, assuming that sensitive data must be retained for other purposes such as ...

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Data Anonymization for Requirements Quality Analysis: a Reproducible Automatic Error Detection Task

Data Anonymization for Requirements Quality Analysis: a Reproducible Automatic Error Detection Task

... original data by ran- domizing the characters of entities and numeric ...anonymized data that is used in this work as evaluation data set was validated by an expert in Requirements Engineering in ...

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A flexible approach to distributed data anonymization

A flexible approach to distributed data anonymization

... distributed data anonymization in the semi-honest ...of data anonymization algo- rithms are supported, and we will provide a detailed overview in the ...anonymizing data with a broad ...

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Bottom up Generalization Approach for Data Anonymization in Cloud

Bottom up Generalization Approach for Data Anonymization in Cloud

... indexing data structures can speed up the process of data anonymization and the generalization process, because indexing structure avoids frequently scanning entire data sets and storing ...

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Mobile sensor data anonymization

Mobile sensor data anonymization

... sensor data anonymization problem as an op- timization process based on information theory and propose a new way of training deep ...raw data useful represen- tations for a specific task [19], we ...

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Big Data Anonymization in Cloud using k Anonymity Algorithm using Map Reduce Framework

Big Data Anonymization in Cloud using k Anonymity Algorithm using Map Reduce Framework

... Such data is subjected to, be abused by internal and external ...Many anonymization techniques came into ...preserving data mining algorithms cannot work for big data analytics, as such ...

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Privacy preserving data anonymization of spontaneous ADE reporting system dataset

Privacy preserving data anonymization of spontaneous ADE reporting system dataset

... reporting data from privacy at- tacks. We also propose an anonymization algorithm for sanitizing the raw data to meet the requirements specified through the proposed ...sacrificing data ...

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Title: BIG-DATA ANONYMIZATION USING THE MAPREDUCE ON CLOUD

Title: BIG-DATA ANONYMIZATION USING THE MAPREDUCE ON CLOUD

... X. Zhang, C. Liu, S. Nepal, S. Pandey, and J. Chen,[4] Upper bound privacy leakage constraint- based approach to identify which intermediate data sets need to be encrypted and which do not. Privacy-preserving cost ...

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A Review on Privacy Violations of Data Anonymization

A Review on Privacy Violations of Data Anonymization

... (iii) Data security (iv) Encryption In this paper, two schemes are suggested for the purpose of avoiding insecurity problem of large size of keys, and made a reliable implementation of Paillier ...

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Caring Perceptive Labels in Social Network Data Anonymization
J Manjusha & S Murali Krishna

Caring Perceptive Labels in Social Network Data Anonymization J Manjusha & S Murali Krishna

... sitive data based on cluster based approach and graph modification ...techniques.This anonymization preserves the privacy of individuals but it would cause the graph to be use- less for any ...

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Addressing the Failure of Anonymization: Guidance from the European Union’s General Data Protection Regulation

Addressing the Failure of Anonymization: Guidance from the European Union’s General Data Protection Regulation

... U.S. data protection laws currently provide safe harbors for data that has been anonymized in compliance with their ...explained, data anonymization does not permanently protect the privacy of ...

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Adaptive Utility-based Anonymization Model: Performance Evaluation on Big Data Sets

Adaptive Utility-based Anonymization Model: Performance Evaluation on Big Data Sets

... Data Anonymization is one of the globally accepted mechanisms for the protection of privacy of individuals in data publishing ...the data anonymization impacts on the quality of ...

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A Novel Improvised Anonymization with Map Reduce Framework for Big Data Privacy Preservation in Cloud

A Novel Improvised Anonymization with Map Reduce Framework for Big Data Privacy Preservation in Cloud

... big data real time applications in sectors such as healthcare and business and other ...area. Data sets like electronic health records in such applications often contain privacy-sensitive information, which ...

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An Efficient Searching Scheme with Data Integrity and Anonymization on Mobile Cloud

An Efficient Searching Scheme with Data Integrity and Anonymization on Mobile Cloud

... their data stored in cloud servers are not lost or ...published data becomes a difficult ...called data anonymization can be used in cloud computing which makes processing of cloud data ...

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Anonymization and Aggregation of Privacy Preserving of Personal data –using Slicing Technique

Anonymization and Aggregation of Privacy Preserving of Personal data –using Slicing Technique

... storing data in large ...those data as an information source for making industry ...Privacy-preserving data publishing (PPDP) provides methods and tools for publishing priceless data even as ...

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A Novel Anonymization Technique For Privacy Preserving Data Publishing

A Novel Anonymization Technique For Privacy Preserving Data Publishing

... micro data has been studied extensively in recent years. Micro data contain records each of which contains information about an individual entity, such as a person, a household, or an ...micro data ...

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