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Søren Hauberg
Researcher at Technical University of Denmark
Publications - 83
Citations - 2388
Søren Hauberg is an academic researcher from Technical University of Denmark. The author has contributed to research in topics: Metric (mathematics) & Manifold. The author has an hindex of 24, co-authored 83 publications receiving 1870 citations. Previous affiliations of Søren Hauberg include University of California, Berkeley & Max Planck Society.
Papers
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Journal Article
GNU Octave manual version 3: a high-level interactive language for numerical computations
Proceedings Article
Latent space oddity: On the curvature of deep generative models
TL;DR: This work shows that the nonlinearity of the generator imply that the latent space gives a distorted view of the input space, and shows that this distortion can be characterized by a stochastic Riemannian metric, and demonstrates that distances and interpolants are significantly improved under this metric.
Book
GNU Octave Manual Version 3
TL;DR: This updated edition of the manual covers version 3 of GNU Octave, and includes documentation for new features such as sparse matrices, linear programming and computational geometry.
Proceedings Article
Dreaming More Data: Class-dependent Distributions over Diffeomorphisms for Learned Data Augmentation
TL;DR: This work aligns image pairs within each class under the assumption that the spatial transformation between images belongs to a large class of diffeomorphisms, and learns a class-specific probabilistic generative models of the transformations in a Riemannian submanifold of the Lie group of diffEomorphisms.
Book ChapterDOI
Manifold valued statistics, exact principal, geodesic analysis and the effect of linear, approximations
TL;DR: A comparison between the non-linear analog of Principal Component Analysis, Principal Geodesic Analysis, in its linearized form and its exact counterpart that uses true intrinsic distances is presented.