Large Deviation Bounds for Decision Trees and Sampling Lower Bounds for AC0-Circuits.
Chris BeckRussell ImpagliazzoShachar LovettPublished in: FOCS (2012)
Keyphrases
- large deviations
- lower bound
- decision trees
- importance sampling
- vc dimension
- generalization bounds
- distribution free
- upper bound
- sample size
- monte carlo
- queue length
- random sampling
- worst case
- objective function
- queueing systems
- state dependent
- heavy tailed
- optimal solution
- training data
- machine learning algorithms
- asymptotically optimal
- particle filter
- ensemble methods
- markov processes
- model selection
- np hard
- approximate inference
- mathematical programming
- generalization ability
- learning theory
- supervised learning