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Mathematics, 21.04.2020 18:41 rhahgvnbhgfHhdj200

Compute the VC dimension of the following hypothesis sets. (i) H = {h : R ā†’ {āˆ’1, +1}|h(x) = +1, āˆ€x āˆˆ [a, [infinity]), a āˆˆ R} āˆŖ {h : R ā†’ {āˆ’1, +1}|h(x) = +1, āˆ€x āˆˆ (āˆ’[infinity], a], a āˆˆ R}. To clarify, the first subset is the positive ray, and the second subset is the negative ray. So the union is the set of all positive rays and negative rays. (ii) H = {h : R ā†’ {āˆ’1, +1}|h(x) = +1, āˆ€x āˆˆ [a, b], a, b āˆˆ R} āˆŖ {h : R ā†’ {āˆ’1, +1}|h(x) = āˆ’1, āˆ€x āˆˆ [a, b], a, b āˆˆ R}. So this is the union of the positive intervals and the negative intervals. (iii) H = {h : R 2 ā†’ {āˆ’1, +1}|h(x) = +1, āˆ€x where kxk2 ā‰¤ b, b āˆˆ R}. Note that this is a concentric circle. (iv) H = {h : R 2 ā†’ {āˆ’1, +1}|h(x) = +1, āˆ€x where kx āˆ’ ak2 ā‰¤ b, a āˆˆ R 2 , b āˆˆ R}.

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Compute the VC dimension of the following hypothesis sets. (i) H = {h : R ā†’ {āˆ’1, +1}|h(x) = +1, āˆ€x āˆˆ...
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