Model Selection for Big Data: Algorithmic Stability and Bag of Little Bootstraps on GPUs.
Luca OnetoBernardo PilarzAlessandro GhioDavide AnguitaPublished in: ESANN (2015)
Keyphrases
- big data
- model selection
- generalization bounds
- generalization error
- cloud computing
- cross validation
- hyperparameters
- data analysis
- social media
- data management
- commodity hardware
- data processing
- machine learning
- business intelligence
- regression model
- sample size
- unsupervised learning
- mixture model
- gaussian process
- data warehousing
- knowledge discovery
- statistical learning
- graphics processing units
- feature selection
- information processing
- learning theory
- training data
- learning machines
- kernel matrix
- statistical learning theory
- decision trees