Large Deviation Bounds for Decision Trees and Sampling Lower Bounds for AC0-circuits.
Chris BeckRussell ImpagliazzoShachar LovettPublished in: Electron. Colloquium Comput. Complex. (2012)
Keyphrases
- large deviations
- lower bound
- decision trees
- importance sampling
- vc dimension
- generalization bounds
- distribution free
- upper bound
- monte carlo
- sample size
- heavy tailed
- random sampling
- queue length
- state dependent
- objective function
- queueing systems
- markov chain
- worst case
- training data
- np hard
- mathematical programming
- markov chain monte carlo
- training set
- asymptotically optimal
- machine learning algorithms
- markov processes
- particle filter
- statistical learning theory
- linear programming
- kalman filter