Big Data & Privacy Preserving in Data Mining
Privacy Preserving and Data Mining In Big Data
... by data mining has become a hot topic in recent ...the privacy issues related to data mining by using a user-role based ...in data mining applications, i.e. data ...
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Privacy Preserving Data Mining in Big Data by using K-means Clustering Algorithm
... In this paper [2], analysed three normalization strategies specifically Min-Max, Z-Score and Decimal Scaling normalization. Min-max normalization performs a direct change on the actual data. The values are ...
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Privacy-Preserving In Big Data With Efficient Metrics
... Abstract- Big data, can explore new knowledge for economic growth and technical innovation, and many research efforts have been directed to big data processing due to its high volume, ...
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SLICING: A SECURED DESIGN FOR THE MICRO DATA PUBLICATION
... of data is always a fascinating thing for the researchers in last few ...the privacy while moving for the data mining in a data warehouse is the research subject which is said to be ...
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Privacy Preserving Unstructured Data Publishing (PPUDP) Approach for Big Data
... in Big Data Applications. Preserving Individual/Personal privacy is a key ...in Privacy Preserving Data Mining but it mainly concentrate on structured ...
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Implementation of Privacy Preserving Methods Using Hadoop Framework
... the Privacy preserving data mining techniques on big ...important big data. As the era of big data begin, companies databases also increases so it is ...
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II. PRIVACY PRESERVING DATA MINING ALGORITHMS
... Fundamental data mining applications poses challenges include mine knowledge patterns from noisy data, classify knowledge in very skewed data, distributed data, Issues related to ...
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Big healthcare data: preserving security and privacy
... • Data modeling phase Once the data has been collected, transformed and stored in secured storage solutions, the data processing analysis is performed to generate use- ful ...supervised data ...
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A Novel Method for Preserving Privacy in Big Data Mining
... term big data usually describe the exponential growth of data for both structured and ...of data is increase so rapidly such that world’s volume of data doubles every eight- teen months ...
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A Survey on Improving Privacy Preserving in Big Data Mining
... explore Big Data, I have analysed several challenges at the data, model, and system ...support Big Data mining, high-performance computing platforms are required, which impose ...
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A Literature analysis on Privacy Preserving Data Mining
... travel data, one may want to classify passengers as security ...the data considering the target class ...the data set information gain is ...in data mining is the Support Vector Machine ...
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Security Issues of Privacy Preserving In Data Mining
... proposed privacy preserving add and multiply exchanging ...which Privacy Preserving Multiply to Add protocol (PPMtAP) is one-dimensional scalar Product ...protocol. Privacy ...
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Perturbation Based Privacy Preserving Data Mining
... ABSTRACT: Data mining process is used to find patterns among the dozens of fields in the large ...in data mining is to maintain the privacy of confidential ...share data while ...
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A Study on Data Perturbation Techniques in Privacy Preserving Data Mining
... of data and meet the needs of organizations and governments to support decision making or even to promote social benifits? We claim that a solution for such a problem requires two vital techniques: anonymity to ...
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Performance of Multiplicative Data Perturbation for Privacy Preserving Data Mining
... confidential data. In the privacy preserving data mining area, this approach was considered [2,3] in for building decision tree classifiers from private ...for ...
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An overview of Multiplicative data perturbation for privacy preserving Data mining
... to privacy preserving data ...the mining task and model specific data utility, one can focus on finding a perturbation that can provide higher level of privacy ...at ...
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A comprehensive review on privacy preserving data mining
... Distributed Privacy Preserving Data Mining (DPPDM) depending on different underlying ...based privacy-preserving scheme to support mining ...the privacy risks ...
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A hybrid approach for privacy preserving data mining
... for privacy preservation during the process of data ...the data is encrypted by finding its analogous position in the ...original data is taken and the original data is replaced with ...
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A Fuzzy Approach for Privacy Preserving in Data Mining
... the data records. The overall data distributions can be recovered from the randomized ...records. Data mining and management algorithms re designed to work with these data ...The ...
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Big Data Security and Privacy Challenges
... that data privacy challenges entail the protection of personally identifying information to the best extents possible while at the same time permitting the performance of vital analysis on the ...composable ...
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