Privacy preserving data mining framework for negative association rules: An application to healthcare informatics

SM Darwish, RM Essa, MA Osman, AA Ismail - IEEE Access, 2022 - ieeexplore.ieee.org
Protecting the privacy of healthcare information is an important part of encouraging data
custodians to give accurate records so that mining may proceed with confidence. The …

Privacy preserving distributed association rule mining approach on vertically partitioned healthcare data

N Domadiya, UP Rao - Procedia computer science, 2019 - Elsevier
The trends of data mining in the healthcare is increased due to the digitization of healthcare
with electronic health record (EHR) systems. This generates a huge amount of data on daily …

[PDF][PDF] Hybrid algorithm for privacy preserving association rule mining

I Chandrakar, YU Rani, M Manasa… - Journal of Computer …, 2010 - researchgate.net
Problem statement: The objective of the hybrid algorithm for privacy preserving data mining
is to hide certain sensitive information so that they cannot be discovered through association …

Exploring the Existing and Unknown Side Effects of Privacy Preserving Data Mining Algorithms

HB Sadashiva Reddy - 2022 - nsuworks.nova.edu
The data mining sanitization process involves converting the data by masking the sensitive
data and then releasing it to public domain. During the sanitization process, side effects …

GA-PPARM: constraint-based objective function and genetic algorithm for privacy preserved association rule mining

D Menaga, S Saravanan - Evolutionary Intelligence, 2022 - Springer
Now a day, privacy-preserved data mining is an important research topic that finds
significant information from the database while hiding sensitive information. Numbers of …

Hiding informative association rule sets

SL Wang, B Parikh, A Jafari - Expert Systems with Applications, 2007 - Elsevier
Privacy-preserving data mining, is a novel research direction in data mining and statistical
databases, where data mining algorithms are analyzed for the side effects they incur in data …

managing information security and privacy in healthcare data mining: State of the art

T Cooper, J Collman - … : Knowledge Management and Data Mining in …, 2005 - Springer
Chapter Overview This chapter explores issues in managing privacy and security of
healthcare information used to mine data by reviewing their fundamentals, components and …

An overview of privacy preserving data mining

X Qi, M Zong - Procedia Environmental Sciences, 2012 - Elsevier
In recent years, wide available personal data has made privacy preserving data mining
issue an important one. An overview of new and rapidly emerging research field of privacy …

Information security in big data: privacy and data mining

L Xu, C Jiang, J Wang, J Yuan, Y Ren - Ieee Access, 2014 - ieeexplore.ieee.org
The growing popularity and development of data mining technologies bring serious threat to
the security of individual,'s sensitive information. An emerging research topic in data mining …

[PDF][PDF] Privacy-preserving association rule mining considering multi-objective through an evolutionary algorithm

DH Patel, H Kotadiya, AR Vasant - International Journal of …, 2022 - researchgate.net
The COVID-19 pandemic has led to an increase in digitization. With the strict social and
physical distancing measures in place, new routines require accessing the internet for most …