Systematic review of privacy-preserving distributed machine learning from federated databases in health care

F Zerka, S Barakat, S Walsh, M Bogowicz… - JCO clinical cancer …, 2020‏ - ascopubs.org
Big data for health care is one of the potential solutions to deal with the numerous
challenges of health care, such as rising cost, aging population, precision medicine …

Data mining in distributed environment: a survey

W Gan, JCW Lin, HC Chao… - … Reviews: Data Mining and …, 2017‏ - Wiley Online Library
Due to the rapid growth of resource sharing, distributed systems are developed, which can
be used to utilize the computations. Data mining (DM) provides powerful techniques for …

[PDF][PDF] New algorithms for fast discovery of association rules.

MJ Zaki, S Parthasarathy, M Ogihara, W Li - KDD, 1997‏ - cdn.aaai.org
Discovery of association rules is an important problem in database mining. In this paper we
present new algorithms for fast association mining, which scan the database only once …

Privacy-preserving distributed mining of association rules on horizontally partitioned data

M Kantarcioglu, C Clifton - IEEE transactions on knowledge and …, 2004‏ - ieeexplore.ieee.org
Data mining can extract important knowledge from large data collections ut sometimes these
collections are split among various parties. Privacy concerns may prevent the parties from …

Privacy preserving association rule mining in vertically partitioned data

J Vaidya, C Clifton - Proceedings of the eighth ACM SIGKDD …, 2002‏ - dl.acm.org
Privacy considerations often constrain data mining projects. This paper addresses the
problem of association rule mining where transactions are distributed across sources. Each …

[ספר][B] Association rule mining: models and algorithms

C Zhang, S Zhang - 2002‏ - Springer
During decision making, we are often confronted by a huge amount of factors. These factors
may be either an advantage or a disadvantage to a decision objective. For the purpose of …

Mining association rules with weighted items

CH Cai, AWC Fu, CH Cheng… - Proceedings. IDEAS'98 …, 1998‏ - ieeexplore.ieee.org
Discovery of association rules has been found useful in many applications. In previous work,
all items in a basket database are treated uniformly. We generalize this to the case where …

[PDF][PDF] Accessing nearby copies of replicated objects in a distributed environment

CG Plaxton, R Rajaraman, AW Richa - Proceedings of the ninth annual …, 1997‏ - dl.acm.org
Consider a set of shared objects in a distributed network, where several copies of each
object may exist at any given time. To ensure both fast access to the objects as well as …

Parallel algorithms for discovery of association rules

MJ Zaki, S Parthasarathy, M Ogihara, W Li - Data mining and knowledge …, 1997‏ - Springer
Discovery of association rules is an important data mining task. Several parallel and
sequential algorithms have been proposed in the literature to solve this problem. Almost all …

[HTML][HTML] Mine-first association rule mining: An integration of independent frequent patterns in distributed environments

B Mudumba, MF Kabir - Decision Analytics Journal, 2024‏ - Elsevier
Association rule mining is a widely used data mining technique in various domains. It
enables the identification of trends, frequent patterns, and relationships among the data …