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[PDF] Top 20 A Novel Approach on Data Discrimination and Privacy Preservation in Data Mining

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A Novel Approach on Data Discrimination and Privacy Preservation in Data Mining

A Novel Approach on Data Discrimination and Privacy Preservation in Data Mining

... sociology discrimination is harmful treatment for the individual membership in specific category or certain ...the discrimination on the base of number of attributes ...against discrimination some ... See full document

5

Discrimination Prevention Mechanism with Differential Privacy Scheme in Data Mining

Discrimination Prevention Mechanism with Differential Privacy Scheme in Data Mining

... Privacy preservation is applied to protect sensitive ...Differential privacy technique is applied on sensitive ...attributes. Data transformation process is applied to prepare the data ... See full document

5

Fuzzy membership functions in privacy preserving data mining

Fuzzy membership functions in privacy preserving data mining

... function, data values in a database are anonymize the sensitive ...functions, data standard database are converted to fuzzified ...popular data mining algorithm has been selected for analysis ... See full document

5

Hybrid approach for data publishing using 
		Privacy preservation techniques

Hybrid approach for data publishing using Privacy preservation techniques

... personal data or sensitive data which should not be known to ...census data. This may leads a latest research field called Privacy preserving data ...original data and then ... See full document

5

A Novel Approach For Privacy Preserving Data Mining (PPDM)

A Novel Approach For Privacy Preserving Data Mining (PPDM)

... ABSTRACT: - The presence of duplicate records is a fundamental information first-rate situation in colossal databases. To detect duplicates, entity decision also known as duplication detection or document linkage is used ... See full document

6

Implementing the Privacy Preservation Data Mining Based on Association Sharing Technique

Implementing the Privacy Preservation Data Mining Based on Association Sharing Technique

... the data secure using varied ...Distribution-Less Privacy Preserving Data Mining (KDLPPDM) ...optimal data mining technique is also critical and must facilitate accurate analysis ... See full document

6

A Study On Performance Analysis Of Privacy Preservation Data Mining Techniques For Versatile Digital Data Publishing

A Study On Performance Analysis Of Privacy Preservation Data Mining Techniques For Versatile Digital Data Publishing

... existing privacy preserving data publishing ...foreground data knowledge and the group based anonymization approach by bucketization basically hides each individual record behind a group to ... See full document

10

Geometric Data Perturbation Techniques in Privacy Preserving On Data Stream Mining

Geometric Data Perturbation Techniques in Privacy Preserving On Data Stream Mining

... -Data mining is the information technology that extracts valuable knowledge from large amounts of ...of data streams as a new type of data, data stream mining has recently become ... See full document

6

A Review: Data Mining Concepts and Privacy Preservation

A Review: Data Mining Concepts and Privacy Preservation

... various data mining techniques are being used to extract information rather useful information from the large ...years, data mining has been proved as the research area but this paper focused ... See full document

5

Survey on Data Privacy in Big Data with K- Anonymity

Survey on Data Privacy in Big Data with K- Anonymity

... in data privacy and also in security related to big data ...mining. Privacy preservation has become a major issue in many data mining ...a data set is ... See full document

7

A Fuzzy Approach for Privacy Preserving in Data Mining

A Fuzzy Approach for Privacy Preserving in Data Mining

... synthetic data sets, and compared with other l- diversity ...generalization data quality in contrast to other data publishing ...holistic approach to achieve maximum privacy without ... See full document

5

Privacy Preservation in Data Mining using Anonymization Technique

Privacy Preservation in Data Mining using Anonymization Technique

... Privacy-preserving data publishing corresponds to sanitizing the data, so that its privacy remains ...original data so it‟s not preserve privacy for big ...preserve ... See full document

18

Normalization and Transformation Technique Based Privacy Preservation in Data Mining

Normalization and Transformation Technique Based Privacy Preservation in Data Mining

... proposed privacy preservation in data mining based on min _max normalization ...Proposed approach provides two level security and transforms the original data values into ... See full document

8

A hybrid approach for privacy preserving data mining

A hybrid approach for privacy preserving data mining

... hybrid approach for privacy preservation during the process of data ...the data is encrypted by finding its analogous position in the ...original data is taken and the original ... See full document

7

Approaches of Privacy Preservation in Data Mining

Approaches of Privacy Preservation in Data Mining

... Data mining deals with the information which is being extracted from the ...as data it possess some substantial value. Data mining have different applications in various domains such as ... See full document

5

A Review on Privacy Preservation in Data Mining

A Review on Privacy Preservation in Data Mining

... In data mining, this function accords to a decision model that is to be ...stochastic approach and least square ...partitioned data implementing the least square approach for N- number ... See full document

7

Survey on Data Mining with Privacy          Preservation

Survey on Data Mining with Privacy Preservation

... heuristic approach were presented ...sensitivity data is lack of ...of preservation for all individuals is the main focus of k-anonymity ...extra privacy control to another subset, ... See full document

5

Discrimination Prevention with Privacy Preservation in Data Mining

Discrimination Prevention with Privacy Preservation in Data Mining

... a discrimination free dataset and to publish data in such a way that probability of identifying individuals sensitive value gets reduced ...i.e privacy of individual is ...the discrimination ... See full document

5

A Review on Privacy Preserving Data Mining:
          Techniques and Research Challenges

A Review on Privacy Preserving Data Mining: Techniques and Research Challenges

... Another approach used is Condensation approach ...the data set and after that produces ...the data into multiple groups of predefined ...This approach is used in dynamic data ... See full document

6

Why only data mining? a pilot study on inadequacy and domination of  data mining technology

Why only data mining? a pilot study on inadequacy and domination of data mining technology

... the data sizes. Similarly data mining is also involves in health informatics to fight against the cancer and Aids like diseases(Sohail ...book. Data mining is not capable of working for ... See full document

8

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