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We study the geometry of flag manifolds under different embeddings into a product of Grassmannians. We show that differential geometric objects and operations – tangent vector, metric, normal vector, exponential map, geodesic, parallel transport, gradient, Hessian, etc – have closed-form analytic expressions that are computable with standard numerical linear algebra. Furthermore, we are able to derive a coordinate descent method in the flag manifold that performs well compared to other gradient descent methods.

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