Algorithmic Advances in Riemannian Geometry and Applications is popular PDF and ePub book, written by Hà Quang Minh in 2016-10-05, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Algorithmic Advances in Riemannian Geometry and Applications can be Read Online from any device for your convenience.
Algorithmic Advances in Riemannian Geometry and Applications Book PDF Summary
This book presents a selection of the most recent algorithmic advances in Riemannian geometry in the context of machine learning, statistics, optimization, computer vision, and related fields. The unifying theme of the different chapters in the book is the exploitation of the geometry of data using the mathematical machinery of Riemannian geometry. As demonstrated by all the chapters in the book, when the data is intrinsically non-Euclidean, the utilization of this geometrical information can lead to better algorithms that can capture more accurately the structures inherent in the data, leading ultimately to better empirical performance. This book is not intended to be an encyclopedic compilation of the applications of Riemannian geometry. Instead, it focuses on several important research directions that are currently actively pursued by researchers in the field. These include statistical modeling and analysis on manifolds,optimization on manifolds, Riemannian manifolds and kernel methods, and dictionary learning and sparse coding on manifolds. Examples of applications include novel algorithms for Monte Carlo sampling and Gaussian Mixture Model fitting, 3D brain image analysis,image classification, action recognition, and motion tracking.
Detail Book of Algorithmic Advances in Riemannian Geometry and Applications PDF
- Author : Hà Quang Minh
- Release : 05 October 2016
- Publisher : Springer
- ISBN : 9783319450261
- Genre : Computers
- Total Page : 216 pages
- Language : English
- PDF File Size : 19,5 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Algorithmic Advances in Riemannian Geometry and Applications by Hà Quang Minh, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.