Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis.
Taha BelkhoujaYan YanJanardhan Rao DoppaPublished in: CoRR (2022)
Keyphrases
- theoretical analysis
- machine learning algorithms
- computationally efficient
- learning algorithm
- linear models
- domain specific
- probabilistic model
- training set
- non stationary
- optimal solution
- moving average
- learning models
- parameter tuning
- early stopping
- worst case
- structured prediction
- neural network
- training algorithm
- highly efficient
- numerical simulations
- statistical methods
- domain independent
- model selection