discrimination prevention
DIRECT AND INDIRECT DISCRIMINATION PREVENTION AND RULE GENERATION IN DATA MINING
... science, discrimination is the subject which has been extensively studied in data ...mining. Discrimination can be categorized into direct and ...direct discrimination and the decisions which are ...
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Discrimination Prevention by Different Measures in Direct Rule Protection Algorithm
... A. Discrimination Prevention by Pre-processing Method In this method, the original dataset is modified so that it will not result in discriminatory classification ...indirect discrimination from ...
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Direct and Indirect Discrimination Prevention Approach using Association Rule Hiding
... new discrimination prevention method based on data transformation that can consider several discriminatory attributes and their ...in discrimination prevention and its impact on data ...
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Sensitive Attribute Discrimination Prevention in Data Mining
... al, Discrimination prevention technique in [15] consists of inducing a classifier like Naive Bayes in which classification is done without any sensitive ...technique prevention need to modify ...
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Direct and Indirect Discrimination Prevention in Data Mining
... indirect discrimination and can deal with several discriminatory ...indirect discrimination prevention, on finalized algorithmic rule and all potential information shift ways confirmed rule ...
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Discrimination Prevention Mechanism with Differential Privacy Scheme in Data Mining
... Discrimination prevention process is designed to protect ...rule prevention algorithms are enhanced for dynamic policy ...indirect discrimination prevention algorithm is also tuned for ...
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A Methodology For Direct And Indirect Discrimination Prevention In Data Mining
... including discrimination discovery and prevention have been introduced in data ...mining. Discrimination can be either direct or indirect. Direct discrimination occurs when decisions are made ...
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A Methodology for Sensitive Attribute Discrimination Prevention in Data Mining
... potential discrimination. Discrimination means is the unequal or unfairly treating people on the basis of their specific belonging ...for discrimination prevention have been introduced for ...
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DISCRIMINATION PREVENTION IN DATA MINING
... is discrimination discovery and as well as discrimination prevention, the extracted rules which are discriminatory can lead to automated unfair decisions Determining such possible biases and removing ...
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Feature Correlation Measure Based Real Time Discrimination Prevention with Transactional Data Sets using Social Networks
... a discrimination prevention approach towards mitigating discrimination attack performed by a group of ...a discrimination prevention technique is presented which handle the direct and ...
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Survey of Approaches for Discrimination Prevention in Data Mining
... Kamiran F. et al.[12] have developed a new solution to the CND problem by introducing a sampling scheme for making the data discrimination free instead of relabeling the dataset. This approach is based on ...
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Index Terms Antidiscrimination, data mining, direct and indirect discrimination prevention, Rule protection,
... pre-processing discrimination prevention methodology including different data transformation methods that is used to prevent direct discrimination, indirect discrimination or both of ...
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Discrimination Prevention with Privacy Preservation in Data Mining
... that discrimination is removed with minimum possible ...direct discrimination and applicable to only one discriminatory ...indirect discrimination prevention which considers several ...
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Implementation Of Privacy Preservation Using Anonymization Methods For Discrimination Prevention
... BIRCH (Balanced Iterative Reducing and Clustering using Hierarchies) is an unsupervised data mining algorithm. BIRCH can be used to perform clustering in discrimination environment. It can be used in ...
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IM LR: An approach for Direct and Indirect Discrimination Prevention
... discernment prevention, with confirmed algorithms and all probable data conversion procedures that could be applied for direct or indirect discernment anticipation also identify the dissimilar structures of every ...
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A REVIEW ON AUTOMATIC DISCRIMINATION IDENTIFICATION SYSTEM FOR CORPORATE COMPANIES
... including discrimination discovery and prevention have been introduced in data ...mining. Discrimination can be either direct or indirect. Direct discrimination occurs when decisions are made ...
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Review on Discrimination Detection and Prevention in Data Mining
... and prevention system fetches the data from original ...and prevention the data needs to be pre-processed so as to feed as input to the further ...i.e. Discrimination Discovery here the ...
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A RESULT ON AUTOMATIC DISCRIMINATION IDENTIFICATION SYSTEM FOR CORPORATE COMPANIES
... Discrimination prevention methods based on preprocessing published so far [1], [2] present some limitations, which we next highlight: They attempt to detect discrimination in the original data only ...
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REVIEW ON DISCRIMINATION DISCOVERY AND PREVENTION TECHNIQUES IN DATA MINING
... mining, discrimination is the subject which has been extensively studied in social and economic ...including discrimination discovery and prevention. Discrimination prevention is mainly ...
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Identification Of Discrimination And Prevention Methods In Data Mining
... preprocessing discrimination prevention methodology including different data transformation methods that can prove direct discrimination, indirect discrimination or both of them at the same ...
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