Asymptotically Exact Data Augmentation: Models, Properties, and Algorithms.
Maxime VonoNicolas DobigeonPierre ChainaisPublished in: J. Comput. Graph. Stat. (2021)
Keyphrases
- data structure
- data sets
- historical data
- noisy data
- statistical methods
- data mining algorithms
- data collection
- data processing
- discrete data
- incomplete data
- experimental data
- statistical analysis
- prior knowledge
- learning algorithm
- input data
- database
- data reduction
- synthetic data
- machine learning algorithms
- machine learning
- learning models
- original data
- raw data
- training data
- data distribution
- neural network
- data analysis
- data mining tools
- learned models
- worst case
- knowledge discovery
- computational complexity
- databases
- large scale data sets
- probabilistic model
- computational cost
- optimization problems
- markov random field
- dimensionality reduction
- probability distribution