A multi-analysis on privacy preservation of association rules using hybridized approach

Navale, Geeta S.; Mali, Suresh N.

doi:10.1007/s12065-019-00277-8

Cited by 9 publications

(14 citation statements)

References 36 publications

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“…Hiding failure rate indicated by f 1 is portrayed as the fraction of sensitive rules, which is depicted in B ′′ (n) 1 as given in Equation ( 11). 30 Accordingly, the sensitive rules number present in B ′′ (n)…”

Section: F I G U R E 7 Solution Encodingmentioning

confidence: 99%

“…Then the rule hiding process is accomplished by hiding the sensitive rules and it achieves the sanitized database

{B^{{\prime\prime}}}_1^{(n)}

. Further, the sanitized database

{B^{{\prime\prime}}}_1^{(n)}

is send via a suitable communication channel to reach the receiver (vendor) 30 …”

Section: Proposed Privacy Preservation Approach In Blockchain Based Scmmentioning

confidence: 99%

“…Hiding failure rate indicated by

{f}_1

is portrayed as the fraction of sensitive rules, which is depicted in

{B^{{\prime\prime}}}_1^{(n)}

as given in Equation () 30 . Accordingly, the sensitive rules number present in

{B^{{\prime\prime}}}_1^{(n)}

is given by

{f}_1=\left|{A}^{\prime}\cap SRs\right|

.…”

Section: Proposed Privacy Preservation Approach In Blockchain Based Scmmentioning

confidence: 99%

“…Further, the sanitized database B ′′ (n) 1 is send via a suitable communication channel to reach the receiver (vendor). 30 For instance, the restructuring procedure of B (n) 1 carrying out "row-wise duplication" and a "reconstructed key matrix." K 1 is constructed with a dimension of…”

mentioning

confidence: 99%

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Secured information sharing for supply chain management based on blockchain technology and optimal key generation process

Lahane¹,

Sharma

2022

Concurrency and Computation

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Summary Supply Chain Management (SCM) is one of the biggest important focal areas in most corporate environments. However, some difficulties are presented in the structure like high cost, privacy issues and distortions. Thus, new secured information sharing for SCM is proposed in this work and deals with the introduction of privacy preservation of data transfers among supply chains. Initially, a supply chain is constructed and the data transfer among the diverse levels takes place via blockchain technology. In the blockchain, security being a crucial factor, a new privacy preservation method is introduced. The initial information is converted to a sanitization procedure prior to transmission via blockchain technology, in which the information is turned into sanitized data. Similarly, the sanitized data is restored on the receiving end to obtain the original data. More importantly, key generation has a significant role in both processes, and it must be ideally chosen. The key is optimally chosen for this study using a new optimization algorithm called Fitness‐based Self‐adaptive Sea lion Optimization (FSA‐SLnO), which is a better variant of the conventional Sealion Optimization technique (SLnO). In terms of security, the proposed protected information sharing in SCM using block chain technology is evaluated by comparing it with traditional approaches.

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Section: F I G U R E 7 Solution Encodingmentioning

confidence: 99%

“…Then the rule hiding process is accomplished by hiding the sensitive rules and it achieves the sanitized database

{B^{{\prime\prime}}}_1^{(n)}

. Further, the sanitized database

{B^{{\prime\prime}}}_1^{(n)}

is send via a suitable communication channel to reach the receiver (vendor) 30 …”

Section: Proposed Privacy Preservation Approach In Blockchain Based Scmmentioning

confidence: 99%

“…Hiding failure rate indicated by

{f}_1

is portrayed as the fraction of sensitive rules, which is depicted in

{B^{{\prime\prime}}}_1^{(n)}

as given in Equation () 30 . Accordingly, the sensitive rules number present in

{B^{{\prime\prime}}}_1^{(n)}

is given by

{f}_1=\left|{A}^{\prime}\cap SRs\right|

.…”

Section: Proposed Privacy Preservation Approach In Blockchain Based Scmmentioning

confidence: 99%

mentioning

confidence: 99%

See 2 more Smart Citations

Secured information sharing for supply chain management based on blockchain technology and optimal key generation process

Lahane¹,

Sharma

2022

Concurrency and Computation

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show abstract

“…If suppliers, customers and logistics are spread all over the world, it needs to be carefully managed and coordinated regulatory differences, tax changes, different time zones and sometimes cultural characteristics. There are a different factor which has a major role to play in improving performance and reducing cost [23][24][25][26].…”

Section: Introductionmentioning

confidence: 99%

Optimal Key Generation for Privacy Preservation Using Blockchain Technology

Lale¹,

Gupta²,

Sharma³

2021

INDJCSE

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Supply chain management is an important area of logistics. It is a process involving many stakeholders with multiple areas and even more moving parts. The proposed technology aims to make the supply chain more efficient, investing in the wrong technology complicates productivity further while hampering profits, leading to multiple issues in supply chain. Blockchain technology is the solution to the problem of structuring data with built-in security features. Blockchain technology enables decentralization with the participation of members on distributed networks. There is not a single point of failure because of the distributed structure and the transaction record cannot be change by single user. In this paper for making data more secure while sharing information in supply chain a key generation process is done using data sanitization and restoration process and new improved Fittest Self Adaptive sea lion algorithm is discussed using only the authorize person will be able to use shared data and it will be compared with existing model using different parameters.

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Preserving privacy in association rule mining using multi-threshold particle swarm optimization

Aljehani,

Alotaibi

2025

Information Sciences

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A multi-analysis on privacy preservation of association rules using hybridized approach

Cited by 9 publications

References 36 publications

Secured information sharing for supply chain management based on blockchain technology and optimal key generation process

Secured information sharing for supply chain management based on blockchain technology and optimal key generation process

Optimal Key Generation for Privacy Preservation Using Blockchain Technology

Preserving privacy in association rule mining using multi-threshold particle swarm optimization

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