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random data perturbation technique

Privacy Preserving through Data Perturbation using Random Rotation Based Technique in Data Mining

Privacy Preserving through Data Perturbation using Random Rotation Based Technique in Data Mining

... a data miners at different ...internal data mining which should be most trusted , but they may also want to release the data to the public, and might perturb it ...original data by utilizing ...

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A Study on Data Perturbation Techniques in Privacy Preserving Data Mining

A Study on Data Perturbation Techniques in Privacy Preserving Data Mining

... additive perturbation technique[13] is column-based additive ...1) Data owners may not want to equally protect all values in a record, thus a column-based value distortion can be applied to perturb ...

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An overview of Multiplicative data perturbation for privacy preserving Data mining

An overview of Multiplicative data perturbation for privacy preserving Data mining

... of data reconstruction is the correlation among the data ...original data can be reconstructed more accurately, that is, more private information can be ...two data reconstruction methods ...

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Challenges and Methods of Data Perturbation Techniques

Challenges and Methods of Data Perturbation Techniques

... the Data Privacy has also improved to a greater extent which is the major part in data ...various Data Perturbation techniques and have discussed about their ...the random ...

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Random Projection-based Multiplicative Data Perturbation for Privacy Preserving Distributed Data Mining

Random Projection-based Multiplicative Data Perturbation for Privacy Preserving Distributed Data Mining

... additive perturbation and multiplicative perturbation is that they perturb each data element independently, and therefore the similarity between attributes or observations which are considered as ...

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A Comparative Study of Multiplicative Data Perturbation Techniques for Privacy Preserving Data Mining

A Comparative Study of Multiplicative Data Perturbation Techniques for Privacy Preserving Data Mining

... Abstract: Data perturbation techniques are one of the most popular models for privacy preserving data ...where data owners want to participate in cooperative mining but at the same time want ...

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Preserving Privacy Using Data Perturbation in Data Stream

Preserving Privacy Using Data Perturbation in Data Stream

... - Data stream can be conceived as a continuous and changing sequence of data that continuously arrive at a system to store or ...of data streams include computer network traffic, phone conversations, ...

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Hybrid Perturbation Technique using Feature Selection Method for Privacy Preservation in Data Mining

Hybrid Perturbation Technique using Feature Selection Method for Privacy Preservation in Data Mining

... noise perturbation techniques in preserving ...filtering technique which makes use of the theory of random matrices to produce a close estimate of an original data set from the perturbed ...

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Perturbation Method for Data Privacy, Divide and Conquer Method

Perturbation Method for Data Privacy, Divide and Conquer Method

... In data swapping, technique confidentiality protection can be achieved by selectively exchanging a subset of attributes values between selected record ...pairs. Data swapping preserves the privacy of ...

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Randomized Additive Data Perturbation and          Reconstruction Technique to Approximate Distribution of Original Information in PPDM

Randomized Additive Data Perturbation and Reconstruction Technique to Approximate Distribution of Original Information in PPDM

... Perturbation techniques preserve the privacy of individual sensitive data by altering the original data with some known distribution of ...of perturbation techniques comes where there is a ...

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Privacy Preserving for Data Perturbation Using Cryptography Technique

Privacy Preserving for Data Perturbation Using Cryptography Technique

... Using String Matching, we match the particular id to create the regular identify an d the unique with password then only message transfer to other end for particular user. Other end user, login and then only they can ...

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A Survey of Perturbation Technique For Privacy-Preserving of Data

A Survey of Perturbation Technique For Privacy-Preserving of Data

... with data perturbation is that doing it indiscriminately can have unpredictable impacts on data ...of data swapping on data mining for decision rules (combinations of attributes that ...

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Preserving Data Mining through Data Perturbation

Preserving Data Mining through Data Perturbation

... Abstract— Data perturbation, a widely employed and accepted Privacy Preserving Data Mining (PPDM) approach, tacitly assumes single level trust on data ...Preserving Data Mining deals ...

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Geometric Data Perturbation Techniques in Privacy Preserving On Data Stream Mining

Geometric Data Perturbation Techniques in Privacy Preserving On Data Stream Mining

... Stream data perturbation to gathering sensitive ...original data sets that generates satisfactory result and preserves as much data as possible for future analysis ...Geometric data ...

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Perturbation Based Privacy Preserving Data Mining

Perturbation Based Privacy Preserving Data Mining

... reconstructs data by aggregating confidential values, instead of adding ...a data set with a single confidential attribute, univariate micro aggregation (UMA) involves sorting records by the confidential ...

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Population dynamical behavior of non-autonomous Lotka-Volterra competitive system with random perturbation

Population dynamical behavior of non-autonomous Lotka-Volterra competitive system with random perturbation

... with random pertur- bation exist in the literature and, to the best of our knowledge, there are two papers [10, 11] which deal with 1-species non-autonomous logistic equation with random ...

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A Comparative Study on Data Perturbation with Feature Selection

A Comparative Study on Data Perturbation with Feature Selection

... before data perturbation is a better ap- proach than the other way around for classification purpose, since there is no major distinguishable contrasts in predict outcomes and discarded features have little ...

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Performance of Multiplicative Data Perturbation for Privacy Preserving Data Mining

Performance of Multiplicative Data Perturbation for Privacy Preserving Data Mining

... original data which is result set of students. With this data we have generated a noise matrix with the help of Gaussian distribution with mean 1 and smaller ...the random noise we have used the ...

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General Integral Control Design via Singular Perturbation Technique

General Integral Control Design via Singular Perturbation Technique

... singular perturbation technique, mean value theorem, stability theorem of interval matrix and Lyapunov ...mode technique, feedback linearization technique and Lyapunov method, respectively; 4) ...

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Deviations of Steady States of the Traveling Wave to a Competition Diffusion System with Random Perturbation

Deviations of Steady States of the Traveling Wave to a Competition Diffusion System with Random Perturbation

... This paper considers the asymptotic dynamics of steady states to the Lotka-Volterra competition diffusion systems with random perturbations by two-parameter white noise on the whole real line. By the fundamental ...

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