Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 4 of 4 for “"Finite Sample Bounds"”.
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Finite Sample Bounds and Path Selection for Sequential Monte Carlo
<p>Sequential Monte Carlo (SMC) samplers have received attention as an alternative to Markov chain Monte Carlo for Bayesian inference problems due to their strong empirical performance on difficult multimodal problems, natural synergy with parallel computing environments, and accuracy when …
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Statistical Limits and Efficient Algorithms for Learning-Enabled Control
… control continues to grow, the development of sample-efficient algorithms becomes increasingly critical. However, even in the simplest settings, we often do not know algorithms which achieve optimal sample complexity with respect to particular problem instances. This thesis discusses recent …
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Revenue management and learning in systems of reusable resources
… and in the well specified setting we demonstrate finite sample bounds on the performance of our strategy based on the size of the training data.
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Essays in weak identification
… to the problem of testing a "curved null" in a finite-sample Gaussian model. Using the curvature of the model, we develop new finite-sample bounds on the distribution of minimum-distance statistics, which we show can be used to detect weak identification and to construct tests robust to weak …