Privacy Preserving Support Vector Machine Using Non-linear Kernels on Hadoop Mahout.
Sin G. TeoShuguo HanVincent C. S. LeePublished in: CSE (2013)
Keyphrases
- privacy preserving
- mapreduce framework
- support vector machine
- kernel function
- large scale data sets
- cloud computing
- kernel methods
- support vector
- feature space
- gaussian kernel
- predictive analytics
- privacy preserving data mining
- multiple kernel learning
- vertically partitioned data
- frequent itemset mining
- privacy preservation
- feature vectors
- data privacy
- machine learning
- open source
- sensitive information
- private information
- privacy concerns
- secure multiparty computation
- training data
- feature selection
- gaussian kernels
- data management
- privacy sensitive
- scalar product
- data mining
- data analysis
- training set
- horizontally partitioned data
- business intelligence
- high dimensional
- principal component analysis
- feature set
- decision support