Geometric Science of Information
Springer International Publishing (Verlag)
978-3-319-25039-7 (ISBN)
This book constitutes the refereed proceedings of the Second International Conference on Geometric Science of Information, GSI 2015, held in Palaiseau, France, in October 2015.
The 80 full papers presented were carefully reviewed and selected from 110 submissions and are organized into the following thematic sessions:
Dimension reduction on Riemannian manifolds; optimal transport; optimal transport and applications in imagery/statistics; shape space and diffeomorphic mappings; random geometry/homology; Hessian information geometry; topological forms and Information; information geometry optimization; information geometry in image analysis; divergence geometry; optimization on manifold; Lie groups and geometric mechanics/thermodynamics; computational information geometry; Lie groups: novel statistical and computational frontiers; geometry of time series and linear dynamical systems; and Bayesian and information geometry for inverse problems.
Dimension reduction on Riemannian manifolds.- Optimal transport.- Optimal transport and applications in imagery/statistics.- Shape space and diffeomorphic mappings.- Random geometry/homology.- Hessian information geometry.- Topological forms and Information.- Information geometry optimization.- Information geometry in image analysis.- Divergence geometry.- Optimization on manifold.- Lie groups and geometric mechanics/thermodynamics.- Computational information geometry.- Lie groups: novel statistical and computational frontiers.- Geometry of time series and linear dynamical systems.- Bayesian and information geometry for inverse problems.
| Erscheinungsdatum | 08.10.2016 |
|---|---|
| Reihe/Serie | Image Processing, Computer Vision, Pattern Recognition, and Graphics | Lecture Notes in Computer Science |
| Zusatzinfo | XXII, 790 p. 97 illus. |
| Verlagsort | Cham |
| Sprache | englisch |
| Maße | 155 x 235 mm |
| Gewicht | 1192 g |
| Themenwelt | Informatik ► Grafik / Design ► Digitale Bildverarbeitung |
| Schlagworte | Algorithm analysis and problem complexity • artificial intelligence (incl. robotics) • Bayesian Statistics • Brain-computer interfaces • color images • Computational Information Geometry • Computer Graphics • Computer Science • Differential Geometry • dimensionality reduction • Discrete mathematics in computer science • image processing and computer vision • Laplace-Beltrami operator • Lie groups • Mathematical Morphology • nonlinear regression • optimal transport • optimization on manifolds • pattern recognition • projective space • riemannian manifolds • Robotics • shape space • stochastic geometry • Stochastic Processes • structural biology • Topological information |
| ISBN-10 | 3-319-25039-6 / 3319250396 |
| ISBN-13 | 978-3-319-25039-7 / 9783319250397 |
| Zustand | Neuware |
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