Efficient and Privacy-Preserving Outsourced SVM Classification in Public Cloud.
Jinwen LiangZheng QinJianbing NiXiaodong LinXuemin Sherman ShenPublished in: ICC (2019)
Keyphrases
- privacy preserving
- svm classification
- privacy preserving data mining
- privacy preservation
- vertically partitioned data
- private information
- sensitive information
- data privacy
- privacy protection
- third party
- horizontally partitioned data
- multi party
- kernel function
- support vector machine
- differential privacy
- support vector machine svm
- classification accuracy
- scalar product
- data analysis
- private data
- machine learning
- secure multiparty computation
- learning algorithm
- privacy requirements
- support vector
- multiclass classification
- high dimensional
- active learning
- privacy concerns
- image classification