[PDF] Top 20 DIRECT AND INDIRECT DISCRIMINATION PREVENTION AND RULE GENERATION IN DATA MINING
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DIRECT AND INDIRECT DISCRIMINATION PREVENTION AND RULE GENERATION IN DATA MINING
... privacy, discrimination is a very important issue when considering the legal and ethical aspects of data ...discover discrimination and handle with different technologies, algorithms, methods, rules ... See full document
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A Methodology For Direct And Indirect Discrimination Prevention In Data Mining
... Data mining is an increasingly important technology for extracting useful knowledge hidden in large collections of ...about data mining, among which potential privacy invasion and potential ... See full document
5
Direct and Indirect Discrimination Prevention in Data Mining
... on discrimination prevention based on pre-processing, because the pre-processing approach seems the most flexible one: it does not require changing the standard data mining algorithms, unlike ... See full document
6
Index Terms Antidiscrimination, data mining, direct and indirect discrimination prevention, Rule protection,
... available data (e.g., census data) is available, indirect discrimination remains ...to direct discrimination, indirect discrimination might occur because of ... See full document
5
Direct and Indirect Discrimination Prevention Approach using Association Rule Hiding
... Adult data set is used, which is also known as Census ...Adult data set is to determine whether a person makes more than 50K$ a year based on census and demographic information about ...for data ... See full document
9
IM LR: An approach for Direct and Indirect Discrimination Prevention
... Abstract: Discrimination and privacy preservation are major challenges of data ...prevent discrimination has been reported in the ...and discrimination measure ‘elift’ to modify discriminating ... See full document
9
Sensitive Attribute Discrimination Prevention in Data Mining
... of rule protection in a different way for indirect discrimination prevention and gave some preliminary experimental ...to direct and indirect discrimination ... See full document
6
ANALYSIS ON DISCRIMINATION INTERRUPTION TECHNIQUES IN DATA MINING
... regarding discrimination prevention is considering indirect discrimination other than direct discrimination and another challenge is to find an optimal trade-off between ... See full document
5
Survey of Approaches for Discrimination Prevention in Data Mining
... of direct and indirect discrimination prevention in data ...discrimination prevention. They have developed new techniques applicable for direct or indirect ... See full document
5
Discrimination Prevention with Privacy Preservation in Data Mining
... the data so that discrimination is removed with minimum possible ...the data objects in accordance with their probability of being in the target ...training data is modified until the ... See full document
5
A RESULT ON AUTOMATIC DISCRIMINATION IDENTIFICATION SYSTEM FOR CORPORATE COMPANIES
... Abstract: Data mining is an increasingly important technology for extracting useful knowledge hidden in large collections of ...Automated data collection and data mining techniques such ... See full document
7
A REVIEW ON AUTOMATIC DISCRIMINATION IDENTIFICATION SYSTEM FOR CORPORATE COMPANIES
... Abstract: Data mining is an increasingly important technology for extracting useful knowledge hidden in large collections of ...Automated data collection and data mining techniques such ... See full document
6
A Technology for Direct and Indirect Discrimination Prevention in Sensitive Data A Jagadeeswara Rao, M Bhargavi & S Phani Kumar
... facts mining, is chiefly of getting designs that do not lead to discriminatory deci- sions even if the first form training facts puts are had a tendency in a certain ...sion rule can be mined from the ... See full document
7
Review on Discrimination Detection and Prevention in Data Mining
... ABSTRACT: Data mining is the emerging technology which is mostly used in knowledge discovery and extraction of information from the available raw ...and mining models the process of automated ... See full document
6
Discrimination Prevention Mechanism with Differential Privacy Scheme in Data Mining
... for Discrimination prevention. Discrimination can be either direct or ...indirect. Direct discrimination consists of rules or procedures that explicitly mention minority ... See full document
5
Identification Of Discrimination And Prevention Methods In Data Mining
... Data mining is a rapidly growing beneficial technology for getting useful information stored in huge data ...this data mining technique discrimination is one of the most ... See full document
5
REVIEW ON DISCRIMINATION DISCOVERY AND PREVENTION TECHNIQUES IN DATA MINING
... to discrimination, For example, the European Union implements the principle of equal treatment between men and women in the access to and supply of goods and services in [4] or in matters of employment and ... See full document
8
A Methodology for Sensitive Attribute Discrimination Prevention in Data Mining
... sociology, discrimination is the prejudicial treatment of an individual based on their membership in a certain group or ...prevent discrimination on the basis of a number of attributes ...against ... See full document
6
Discrimination Prevention by Different Measures in Direct Rule Protection Algorithm
... B. Discrimination Prevention by In-processing Method In-processing method mainly changes mining algorithm instead of modifying original ...a discrimination-aware decision ...with ... See full document
6
DISCRIMINATION PREVENTION IN DATA MINING
... Data mining extracts meaningful information from a large database to discover patterns and ...raw data into something more beneficial for analysis. Vast amounts of data are nowadays collected, ... See full document
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