Sagar Sharma

Privacy-Preserving Spectral Analysis of Large Graphs in Public Clouds

2016

Large graph datasets have become invaluable assets for studying problems in business applications and scientific research. These datasets, collected and owned by data owners, may also contain privacy-sensitive information. When using public clouds for elastic …

Towards Data and Model Confidentiality in Outsourced Machine Learning

2019 · CORE Scholar (Wright State University)

With massive data collections and needs for building powerful predictive models, data owners may choose to outsource storage and expensive machine learning computations to public cloud providers (Cloud). Data owners may choose cloud outsourcing due …

Hybrid Scalable Action Rule

2020

Action Rule mining is a method to extract actionable pattern from datasets. Classification rules are those which helps predict the object's class, whereas Action Rules are actionable knowledge that provide suggestions on how an objects …