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Finite Sample Guarantees for Quantile Estimation: An Application to Detector Threshold Tuning.
David Umsonst
Justin Ruths
Henrik Sandberg
Published in:
IEEE Trans. Control. Syst. Technol. (2023)
Keyphrases
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finite sample
sample size
statistical learning theory
uniform convergence
nearest neighbor
error bounds
generalization error
parzen window
generalization bounds
kernel machines
sufficient conditions
feature space
active learning
model selection
detection algorithm
theoretical framework