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Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss.
Ingvar M. Ziemann
Stephen Tu
George J. Pappas
Nikolai Matni
Published in:
CoRR (2024)
Keyphrases
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learning theory
sample size
square loss
aggregating algorithm
pac learning
model selection
concept class
covariance matrix
worst case
upper bound
random sampling
hyperparameters
linear regression
generalization error
concept classes
loss function
vc dimension
multi class