[PDF] Top 20 Identification Of Discrimination And Prevention Methods In Data Mining
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Identification Of Discrimination And Prevention Methods In Data Mining
... information mining from getting to be itself a wellspring of separation, because of information mining errands producing unfair models from one-sided information sets as a component of the robotized choice ... See full document
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A Methodology For Direct And Indirect Discrimination Prevention In Data Mining
... proposed discrimination prevention methods in terms of data quality and discrimination removal for both direct and indirect ...known data sets and compare the different possible ... See full document
5
Index Terms Antidiscrimination, data mining, direct and indirect discrimination prevention, Rule protection,
... proposed discrimination prevention methods in terms of data quality and discrimination removal for both direct and indirect ...known data sets and compare the different possible ... See full document
5
REVIEW ON DISCRIMINATION DISCOVERY AND PREVENTION TECHNIQUES IN DATA MINING
... In data mining, discrimination is the subject which has been extensively studied in social and economic ...training data without affecting their decision-making utility is ...including ... See full document
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A REVIEW 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 ... See full document
6
A Novel Approach on Data Discrimination and Privacy Preservation in Data Mining
... best prevention for ...direct discrimination, we no gave experimental ...indirect discrimination and define some preliminary ...proposed discrimination prevention methods in ... See full document
5
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 ... See full document
7
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
Data Mining Methods for Attacks Recognition & Prevention
... provide data security and ensure continuity of services provided by a ...Traditional methods for attack detection are based on extensive knowledge of signatures of known ... See full document
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A Solution for Preventing Fraudulent Financial Reporting using Descriptive Data Mining Techniques
... descriptive data mining methods is implemented on dataset collected from financial statements of 114 companies for finding rules for prevention of financial statement ...descriptive ... See full document
7
Implementation Of Privacy Preservation Using Anonymization Methods For Discrimination Prevention
... indirect discrimination schemes have been proposed ...indirect discrimination. Fast algorithms for mining association rules that defines the issues of discovering association rules between items in a ... See full document
5
Discrimination Prevention Mechanism with Differential Privacy Scheme in Data Mining
... side, discrimination is rarely defined in rigorous and universal ...compound discrimination discussed in ...of discrimination and, a fortiori, to dissimilar thresholds between what is legal and ... See full document
5
Survey on Anti discrimination in Data Mining
... of data. Data Mining automates the detection of relevant patterns in ...in data mining for making automated decision, like loan granting, staff ...training data sets are unfair ... See full document
6
A METHOD FOR PREVENTING DISCRIMINATION IN DATA MINING
... For example, commons commercialize the implements the precept by equate discussion between human beings in the access to and supply of goods and armed services in matters of employment and occupation in. Although there ... See full document
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ANALYSIS ON DISCRIMINATION INTERRUPTION TECHNIQUES IN DATA MINING
... of data mining. Discrimination can be viewed as the act of illegally treating people on the basis of their belonging to a specific ...training data without harming their decision-making ... See full document
5
A Survey on Discrimination Avoidance in Data Mining
... sociology, discrimination is considered as the harmful treatment of an individual based on their membership in a certain group or category ...restrict discrimination on the basis of a number of attributes ... See full document
5
Plant Identification using New Geometric Features with Standard Data Mining Methods
... ABSTRACT: Plant identification belongs to a specific application domain of data mining. Images of plant leaves are usually used as the main element to distinguish a plant from another. For proper ... See full document
5
Survey of Approaches for Discrimination Prevention in Data Mining
... — Data mining is an important technology for extracting useful patterns from large amount of ...in data mining are privacy violation and ...discrimination. Discrimination arises ... See full document
5
Sensitive Attribute Discrimination Prevention in Data Mining
... unsupervised data mining algorithm used to perform clustering in discrimination ...the data set and construct clustering feature tree in its memory as described in Figure ...transformed ... See full document
6
DIRECT AND INDIRECT DISCRIMINATION PREVENTION AND RULE GENERATION IN DATA MINING
... for prevention of discrimination in data mining for intrusion and crime ...detection. Data mining algorithm are used to prevent the direct and indirect ...The data set ... See full document
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