On Misspecification in Prediction Problems and Robustness via Improper Learning.
Annie MarsdenJohn C. DuchiGregory ValiantPublished in: CoRR (2021)
Keyphrases
- solving problems
- learning process
- supervised learning
- learning algorithm
- learning community
- learning tasks
- empirical studies
- problems involving
- incremental learning
- prior knowledge
- learning problems
- online learning
- neural network
- learning scheme
- learning analytics
- prediction accuracy
- machine learning
- optimization problems
- data sets
- active learning
- data mining
- expert systems
- feature space
- objective function
- training data
- decision trees