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Amelunxen, Dennis: Geometric analysis of the condition of the convex feasibility problem. 2011
Inhalt
Introduction
Complexity of numerical algorithms
The convex feasibility problem
Tube formulas
Results
Spherical intrinsic volumes
The semidefinite cone
Outline
Credits
The Grassmann condition
Preliminaries from numerical linear algebra
The singular value decomposition
Effects of matrix perturbations
The homogeneous convex feasibility problem
Intrinsic vs. extrinsic condition
Defining the Grassmann condition
Spherical convex geometry
Some basic definitions
Minkowski addition and spherical analogs
On the convexity of spherical tubes
The metric space of spherical convex sets
Subfamilies of spherical convex sets
Spherical tube formulas
Preliminaries
The Weingarten map for submanifolds of Rn
Smooth caps
Integration on submanifolds of Rn
The binomial coefficient and related quantities
The (euclidean) Steiner polynomial
Weyl's tube formulas
Spherical intrinsic volumes
Intrinsic volumes of the semidefinite cone
Computations in the Grassmann manifold
Preliminary: Riemannian manifolds
Orthogonal group
Quotients of the orthogonal group
Stiefel manifold
Grassmann manifold
Geodesics in Gr(n,m)
Closest elements in the Sigma set
A tube formula for the Grassmann bundle
Main results
Proof strategy
Parametrizing the Sigma set
Computing the tube
The expected twisted characteristic polynomial
Proof of Theorem 6.1.1
Estimations
Average analysis -- 1st order
Average analysis -- full
Smoothed analysis -- 1st order
Miscellaneous
On a threshold phenomenon in the sphere
Intrinsic volumes of tubes
On the twisted I-functions
Some computation rules for intrinsic volumes
Spherical products
Euclidean products
Euclidean vs. spherical intrinsic volumes
The semidefinite cone
Preliminary: Some integrals appearing
The intrinsic volumes of the semidefinite cone
Observations, open questions, conjectures
On the distribution of the principal angles
Singular vectors
Principal directions
Computing the distribution of the principal angles
Bibliography
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