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[PDF] Top 20 Survey of Approaches for Discrimination Prevention in Data Mining

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Survey of Approaches for Discrimination          Prevention in Data Mining

Survey of Approaches for Discrimination Prevention in Data Mining

... the data discrimination free instead of relabeling the ...of discrimination prevention. It consists of sampling the data objects with replacement to make the dataset bias ...different ... See full document

5

A state-of-the-art survey of malware detection approaches using data mining techniques

A state-of-the-art survey of malware detection approaches using data mining techniques

... Data mining techniques have been concentrated for malware detection in the recent ...detailed survey of the malware detection mechanisms using data mining ...detection approaches ... See full document

22

Survey on Frequent Pattern Discovery and its Approaches using: Data Mining

Survey on Frequent Pattern Discovery and its Approaches using: Data Mining

... is mining of the association ...As mining again each time the database develop is incompetent, approaches used for incremental mining are being ...intermediary data built during the ... See full document

6

Practical Approaches: A Survey on Data Mining  Practical Tools

Practical Approaches: A Survey on Data Mining Practical Tools

... designed data mining tool that runs inside the IBM’s Eclipse development ...unsupervised data mining algorithms with those provided by ... See full document

10

A Survey of Approaches and Tools Used in Educational Data Mining

A Survey of Approaches and Tools Used in Educational Data Mining

... educational data mining. It illustrated how useful data mining can be in higher education in predominantly to progress student ...students' data from database course. We collected all ... See full document

6

A SURVEY ON PRIVACY PRESERVING DATA MINING: APPROACHES AND TECHNIQUES

A SURVEY ON PRIVACY PRESERVING DATA MINING: APPROACHES AND TECHNIQUES

... the data service is not allowed to learn or recover precise ...original data values but only distributions, new algorithms need to be developed which use these reconstructed distributions in order to ... See full document

7

A survey on utilization of data mining approaches for dermatological (skin) diseases prediction

A survey on utilization of data mining approaches for dermatological (skin) diseases prediction

... spatial data mining method to skin lesion image and its integration with a segmentation method was adopted to identify significant color regions in an ...for mining skin lesion ... See full document

12

SURVEY OF VARIOUS APPROACHES OF TYPES OF INTRUSION DETECTION TECHNIQUES BASED ON DATA MINING

SURVEY OF VARIOUS APPROACHES OF TYPES OF INTRUSION DETECTION TECHNIQUES BASED ON DATA MINING

... i) Data uprightness: It guarantees that the information being transmitted by the sender is not adjusted amid its transmission until it achieves the expected ...ii) Data privacy: It guarantees that the ... See full document

7

Survey of Various Approaches of Intrusion Detection Techniques Based on Data Mining

Survey of Various Approaches of Intrusion Detection Techniques Based on Data Mining

... As indicated by the observed framework, the wellspring of data can be on a host or system or host and system. In this manner IDS is further grouped into three classifications as takes after : i) Network-based ... See full document

6

REVIEW ON DISCRIMINATION DISCOVERY AND PREVENTION TECHNIQUES IN DATA MINING

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

8

Survey on Anti discrimination in Data Mining

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

Sensitive Attribute Discrimination Prevention in Data Mining

Sensitive Attribute Discrimination Prevention in Data Mining

... indirect discrimination prevention and gave some preliminary experimental ...this survey, present a unified approach to direct and indirect discrimination prevention, with finalized ... See full document

6

Discrimination Prevention with Privacy Preservation in Data Mining

Discrimination Prevention with Privacy Preservation in Data Mining

... Abstract— Discrimination is a crucial issue while considering the legality and morality of data ...a data is released for analysis, there are chances that personal data may be misused for ... See full document

5

A Survey on Discrimination Avoidance in Data Mining

A Survey on Discrimination Avoidance in Data Mining

... source data in such a way that the discriminatory biases contained in the original data are removed so that no unfair decision rule can be mined from the transformed data and apply any of the ... See full document

5

DIRECT AND INDIRECT DISCRIMINATION PREVENTION AND RULE GENERATION IN DATA MINING

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 ... See full document

12

A Methodology for Sensitive Attribute Discrimination Prevention in Data Mining

A Methodology for Sensitive Attribute Discrimination Prevention in Data Mining

... Bays Approaches for Discrimination-Free Classification,” Data Mining and Knowledge Discovery, in this method naive bayes is modify for discrimination ...classification. ... See full document

6

Review on Discrimination Detection and Prevention in Data Mining

Review on Discrimination Detection and Prevention in Data Mining

... in data mining results due to the biased historical data which is trained towards or against certain ...trained data will ultimately results into biased classification rules and finally into a ... See full document

6

A Methodology For Direct And Indirect Discrimination Prevention In Data Mining

A Methodology For Direct And Indirect Discrimination Prevention In Data Mining

... Literature survey is the most important step in software development process. Before developing the tool it is necessary to determine the time factor, economy and company strength. Once these things are satisfied, ... See full document

5

Index Terms Antidiscrimination, data mining, direct and indirect discrimination prevention, Rule protection,

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 methods ... See full document

5

A novel method in scam detection and prevention using data mining approaches

A novel method in scam detection and prevention using data mining approaches

... In this section a new approach in scam detection is proposed. This approach uses K-Nearest Neighbor algorithm (KNN), but with modification to Document Similarity equation. In addition classification is not binary as ... See full document

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