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Image Classification using non-linear Support Vector Machines on Encrypted Data
cryptographic protocols SHE
2017/9/13
In image processing, algorithms for object classification are typically based around machine learning. From the algorithm developer's perspective, these can involve a considerable amount of effort and...
Efficient and Private Scoring of Decision Trees, Support Vector Machines and Logistic Regression Models based on Pre-Computation
privacy-preserving private data
2016/7/29
Many data-driven personalized services require that private data of users is scored against a trained machine learning model. In this paper we propose a novel protocol for privacy-preserving classific...
Cryptographically Private Support Vector Machines
Privacy Preserving Data Mining Kernel Methods
2008/11/27
We study the problem of private classification using kernel methods.
More specifically, we propose private protocols implementing the Kernel Adatron
and Kernel Perceptron learning algorithms, give p...