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Non-asymptotic deviation inequalities for smoothed additive functionals in non-linear state-space models with applications to parameter estimation
Non-asymptotic deviation inequalities smoothed additive functionals in non-linear state-space parameter estimation
2011/2/22
Approximating joint smoothing distributions using particle-based methods is a well-known issue in statistical inference when operating on general state space hidden Markov models (HMM). In this paper ...
No fast exponential deviation inequalities for the progressive mixture rule
fast exponential deviation inequalities progressive mixture rule
2010/4/27
We consider the learning task consisting in predicting as well
as the best function in a finite reference set G up to the smallest possible
additive term. If R(g) denotes the generalization error of...