Safe Exploration for Active Learning with Gaussian Processes.
Jens SchreiterDuy Nguyen-TuongMona EbertsBastian BischoffHeiner MarkertMarc ToussaintPublished in: ECML/PKDD (3) (2015)
Keyphrases
- gaussian processes
- active learning
- gaussian process
- gaussian process regression
- semi supervised
- ordinal regression
- multi task learning
- unlabeled data
- hyperparameters
- machine learning
- training set
- learning algorithm
- labeled data
- covariance function
- multi task
- human pose estimation
- random sampling
- data sets
- semi supervised learning
- model selection
- supervised learning
- learning process
- feature space
- gaussian process models
- bayesian inference
- incremental learning
- regression model
- missing data
- generative model