Hà Quang Minh,Vittorio Murino's Algorithmic Advances in Riemannian Geometry and PDF

By Hà Quang Minh,Vittorio Murino

ISBN-10: 3319450255

ISBN-13: 9783319450254

This publication offers a range of the newest algorithmic advances in Riemannian geometry within the context of computer studying, statistics, optimization, computer vision, and similar fields. The unifying subject matter of different chapters within the book is the exploitation of the geometry of information utilizing the mathematical equipment of Riemannian geometry. As validated via the entire chapters within the booklet, whilst the data is intrinsically non-Euclidean, the usage of this geometrical details can lead to greater algorithms which can seize extra correctly the buildings inherent in the data, major eventually to raised empirical functionality. This publication isn't really meant to be an encyclopedic compilation of the functions of Riemannian geometry. as an alternative, it focuses on numerous vital learn instructions which are at the moment actively pursued by researchers within the box. those contain statistical modeling and research on manifolds,optimization on manifolds, Riemannian manifolds and kernel tools, and dictionary learning and sparse coding on manifolds. Examples of functions contain novel algorithms for Monte Carlo sampling and Gaussian blend version becoming,  3D mind picture analysis,image type, motion popularity, and movement tracking.

Show description

Read Online or Download Algorithmic Advances in Riemannian Geometry and Applications: For Machine Learning, Computer Vision, Statistics, and Optimization (Advances in Computer Vision and Pattern Recognition) PDF

Best mathematical & statistical books

Download e-book for iPad: NumPy 1.5 Beginner's Guide by Ivan Idris

The e-book is written in beginner's advisor sort with every one element of NumPy proven through genuine international examples. there's acceptable defined code with the necessary screenshots thrown in for the beginner. This e-book is for the programmer, scientist or engineer, who has uncomplicated Python wisdom and wish to manage to do numerical computations with Python.

Download e-book for kindle: Statistical Programming with SAS/IML Software by Rick Wicklin

SAS/IML software program is a strong device for facts analysts since it allows implementation of statistical algorithms that aren't to be had in any SAS technique. Rick Wicklin's Statistical Programming with SAS/IML software program is the 1st publication to supply a finished description of the software program and the way to exploit it.

Download e-book for kindle: JMP for Basic Univariate and Multivariate Statistics: by Ann Lehman,Norm O'Rourke,Larry Hatcher,Edward J. Stepanski

JMP commence facts: A consultant to statistical data and information research utilizing JMP, 5th variation, is the ideal mixture of software program handbook and statistics textual content. Authors John Sall, Ann Lehman, Mia Stephens, and Lee Creighton supply hands-on tutorials with simply the correct quantity of conceptual and motivational fabric to demonstrate easy methods to use the intuitive interface for facts research in JMP.

The DS2 Procedure: SAS Programming Methods at Work by Peter Eberhardt PDF

The difficulty dealing with so much SAS programmers this day isn't really that facts area has develop into greater ("Big Data"), yet that our programming challenge house has develop into greater. during the strength of DS2, this booklet exhibits programmers how simply they could deal with advanced difficulties utilizing modular coding concepts. The DS2 approach: SAS Programming tools at paintings outlines the fundamental constitution of a DS2 software and teaches you ways every one part may also help handle difficulties.

Additional resources for Algorithmic Advances in Riemannian Geometry and Applications: For Machine Learning, Computer Vision, Statistics, and Optimization (Advances in Computer Vision and Pattern Recognition)

Example text

Download PDF sample

Algorithmic Advances in Riemannian Geometry and Applications: For Machine Learning, Computer Vision, Statistics, and Optimization (Advances in Computer Vision and Pattern Recognition) by Hà Quang Minh,Vittorio Murino


by George
4.0

Rated 4.11 of 5 – based on 46 votes