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The question is asking if there is a hypothesis set for which m_H(N) = N + 2^floor(N/2).
Theorem 2.4 states that m_H(N) <= sum{0 to k-1} (N choose i) if k is a breakpoint. My understanding is that m_H(N) = 2^k or it is bounded by a polynomial. However, the given growth function m_H(N) = N + 2^floor(N/2) seems exponential because of 2^(N/2). Therefore my answer is NO, it does not make sense to look for such hypothesis set. Can someone clarify if this is correct? Edit: Indeed, it is possible to show that m_H(N) is not bounded by a polynomial. |
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