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For the functions in F (both eqs 2 and 3), does a classifier implicitly take the sign of the sinusoidal function result? Or should the constructed classifier always return {-1, 1}?
Barnabas Poczos
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Feb 28, 2013, 4:31:24 PM2/28/13
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Even if we don't say explicitly, always imagine that there is a sign
function applied on the outputs of the functions, that is
f_{alpha}=sign(sin(alpha*pi* x)).
For each alpha, this defines an f_{alpha} function. The set of these
f_{alpha} functions is a function set. You need to prove that the VC
dimension of this function set is infinite.