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» Hypothesis Spaces for Learning
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ALT
1999
Springer
14 years 2 months ago
Extended Stochastic Complexity and Minimax Relative Loss Analysis
We are concerned with the problem of sequential prediction using a givenhypothesis class of continuously-manyprediction strategies. An e ectiveperformance measure is the minimax re...
Kenji Yamanishi
APAL
2006
85views more  APAL 2006»
13 years 9 months ago
Compact spaces, elementary submodels, and the countable chain condition
Given a space X, J in an elementary submodel M of H(), define XM to be X M with the topology generated by {U M : U J M}. It is established, using anti-large-cardinals assumptio...
Lúcia R. Junqueira, Paul Larson, Franklin D...
ICML
2000
IEEE
14 years 10 months ago
Practical Reinforcement Learning in Continuous Spaces
William D. Smart, Leslie Pack Kaelbling
PRL
2008
97views more  PRL 2008»
13 years 9 months ago
Repairing self-confident active-transductive learners using systematic exploration
We consider an active learning game within a transductive learning model. A major problem with many active learning algorithms is that an unreliable current hypothesis can mislead...
Ron Begleiter, Ran El-Yaniv, Dmitry Pechyony