scholarly journals A Hybrid Approach to Privacy-Preserving Federated Learning

2019 ◽  
Vol 42 (5) ◽  
pp. 356-357 ◽  
Author(s):  
Stacey Truex ◽  
Nathalie Baracaldo ◽  
Ali Anwar ◽  
Thomas Steinke ◽  
Heiko Ludwig ◽  
...  
Keyword(s):  
Hybrid Approach ◽  
Privacy Preserving

A hybrid approach for privacy-preserving RFID tags

2009 ◽  
Vol 31 (4) ◽  
pp. 812-815 ◽  
Author(s):  
Eun-Kyung Ryu ◽  
Tsuyoshi Takagi
Keyword(s):  
Hybrid Approach ◽  
Privacy Preserving ◽  
Rfid Tags

Rule Extraction from Privacy Preserving Neural Network: Application to Banking

2011 ◽  
Vol 403-408 ◽  
pp. 920-928 ◽  
Author(s):  
Nekuri Naveen ◽  
V. Ravi ◽  
C. Raghavendra Rao
Keyword(s):  
Neural Network ◽  
Data Mining ◽  
Privacy Preservation ◽  
Cross Validation ◽  
Hybrid Approach ◽  
Rule Extraction ◽  
Privacy Preserving ◽  
Preservation Method ◽  
Network Application ◽  
Fold Cross Validation

In the last two decades in areas like banking, finance and medical research privacy policies restrict the data owners to share the data for data mining purpose. This issue throws up a new area of research namely privacy preserving data mining. In this paper, we proposed a privacy preservation method by employing Particle Swarm Optimization (PSO) trained Auto Associative Neural Network (PSOAANN). The modified (privacy preserved) input values are fed to a decision tree (DT) and a rule induction algorithm viz., Ripper for rule extraction purpose. The performance of the hybrid is tested on four benchmark and bankruptcy datasets using 10-fold cross validation. The results are compared with those obtained using the original datasets where privacy is not preserved. The proposed hybrid approach achieved good results in all datasets.

scholarly journals A Hybrid Approach to Privacy-Preserving Federated Learning

2019 ◽  
Author(s):  
Stacey Truex ◽  
Nathalie Baracaldo ◽  
Ali Anwar ◽  
Thomas Steinke ◽  
Heiko Ludwig ◽  
...  
Keyword(s):  
Hybrid Approach ◽  
Privacy Preserving

scholarly journals A Hybrid Approach for Efficient Privacy-Preserving Authentication in VANET

IEEE Access ◽  
2017 ◽  
Vol 5 ◽  
pp. 12014-12030 ◽  
Author(s):  
Ubaidullah Rajput ◽  
Fizza Abbas ◽  
Hasoo Eun ◽  
Heekuck OH
Keyword(s):  
Hybrid Approach ◽  
Privacy Preserving
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