Hoppa till sidans huvudinnehåll

Algorithmic Advances in Riemannian Geometry and Applications

For Machine Learning, Computer Vision, Statistics, and Optimization

Inbunden, Engelska, 2016

AvHà Quang Minh,Vittorio Murino

1 889 kr

Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt för medlemmar vid köp för minst 249 kr.

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.

Produktinformation

Tillhör följande kategorier

Hoppa över listan

Du kanske också är intresserad av

Group and Crowd Behavior for Computer Vision

Vittorio Murino, Marco Cristani, Shishir Shah, Silvio Savarese, Istituto Italiano di Tecnologia) Murino, Vittorio (Professor, University of Verona, Italy, and Director, PAVIS (Pattern Analysis and Computer Vision), National Research Council) Cristani, Marco (Associate Professor, University of Verona, External Collaborator, Istituto Italiano di Tecnologia, Genova, Italy and Associate Member, USA) Shah, Shishir (Professor of Computer Science, University of Houston, Houston, USA) Savarese, Silvio (Assistant Professor of Computer Science, Stanford University, Stanford

Inbunden

1 689 kr

Multimodal Scene Understanding

Michael Ying Yang, Bodo Rosenhahn, Vittorio Murino, The Netherlands) Ying Yang, Michael (Scene Understanding Group, University of Twente, Germany) Rosenhahn, Bodo (Leibniz University Hannover, Istituto Italiano di Tecnologia) Murino, Vittorio (Professor, University of Verona, Italy, and Director, PAVIS (Pattern Analysis and Computer Vision), Michael Ying Yang

Häftad

1 739 kr