On the VC-Dimension of Depth Four Threshold Circuits and the Complexity of Boolean-Valued Functions.

Published in: ALT (1993)

Keyphrases

vc dimension
vapnik chervonenkis dimension
vapnik chervonenkis
worst case
upper bound
mind change complexity
sample size
sample complexity

lower bound
covering numbers
generalization bounds
function classes
distribution free
uniform convergence
inductive inference
statistical learning theory

query complexity
concept class
concept classes
empirical risk minimization
boolean functions
theoretical analysis
pac learning

real valued
computational complexity
model selection
uniform distribution
compression scheme
euclidean space
special case