Improving Time Series Regression Model Accuracy via Systematic Training Dataset Augmentation and Sampling.
Robin StröbelMarcus MauAlexander PuchtaJürgen FleischerPublished in: Mach. Learn. Knowl. Extr. (2024)
Keyphrases
- regression model
- training dataset
- regression methods
- training data
- prediction model
- multivariate regression
- kernel regression
- linear model
- response variable
- explanatory variables
- regression analysis
- generalized linear models
- classification accuracy
- support vector regression
- gaussian process
- locally weighted
- computer vision
- random sampling
- model selection
- training set
- regression method
- logistic regression
- class labels
- support vector machine
- pairwise
- interval valued data