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Polynomial Regression on Riemannian Manifolds

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For curvature, need Christoffel symbols and their derivatives:<br />

N∑<br />

(Γ(u, v)) i = − (x i − x j) T (v i − v j)γ ′ (|x i − x j| 2 )(K −1 u) j<br />

j=1<br />

N∑<br />

− (x i − x j) T (u i − u j)γ ′ (|x i − x j| 2 )(K −1 v) j<br />

j=1<br />

N∑<br />

N∑<br />

+ γ(|x i − x j| 2 ) (x j − x k )γ ′ (|x j − x k | 2 )((K −1 u) T k (K −1 v) j + (K −1<br />

j=1<br />

k=1<br />

Take derivative with respect to x, and combine using<br />

R l ijk = Γl ki,j − Γl ji,k + Γl jmΓ m ki − Γl km Γm ji<br />

<str<strong>on</strong>g>Polynomial</str<strong>on</strong>g> <str<strong>on</strong>g>Regressi<strong>on</strong></str<strong>on</strong>g> <strong>on</strong> <strong>Riemannian</strong> <strong>Manifolds</strong> 29

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