Sep 15, 2019 · We propose for the first time a secure framework allowing decision tree based classification outsourcing while maintaining the confidentiality ...

In this paper, we focus on classification outsourcing with decision trees, one of the most popular classifiers. We propose for the first time a secure framework ...

This paper proposes for the first time a secure framework allowing decision tree based classification outsourcing while maintaining the confidentiality of ...

Sep 23, 2019 · Towards Secure and Efficient Outsourcing of Machine Learning Classification ; Subtitle of host publication, 24th European Symposium on Research ...

Aug 1, 2019 · Our security analysis shows that the scheme protects outsourced data security and query privacy, and hides access patterns. The experiments on ...

Jun 23, 2020 · To securely train the support vector machine (SVM), we design eight secure computation protocols to allow the cloud server to efficiently ...

Sep 27, 2024 · Our results demonstrate the effectiveness of homomor- phic encryption-based secure computation, secure multiparty computation, and trusted ...

Dec 1, 2019 · This paper presents a novel, secure and dynamic mechanism to train machine learning models that achieve membership privacy.

Oct 22, 2024 · As the use of machine learning in Internet of Medical Things (IoMT) settings increases, so do the data privacy concerns.

The proposed scheme allows data providers to outsource their datasets to a cloud service provider with low communication cost.