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[BUKU][B] Functional and shape data analysis
A Srivastava, EP Klassen - 2016 - Springer
Function and shape data analysis are old topics in statistics, studied off and on over the last
several decades. However, the early years of the new millennium saw a renewed focus and …
several decades. However, the early years of the new millennium saw a renewed focus and …
Elastic functional coding of Riemannian trajectories
Visual observations of dynamic phenomena, such as human actions, are often represented
as sequences of smoothly-varying features. In cases where the feature spaces can be …
as sequences of smoothly-varying features. In cases where the feature spaces can be …
Shape analysis of surfaces using general elastic metrics
In this article, we introduce a family of elastic metrics on the space of parametrized surfaces
in 3D space using a corresponding family of metrics on the space of vector-valued one …
in 3D space using a corresponding family of metrics on the space of vector-valued one …
Rate-invariant analysis of covariance trajectories
Statistical analysis of dynamic systems, such as videos and dynamic functional connectivity,
is often translated into a problem of analyzing trajectories of relevant features, particularly …
is often translated into a problem of analyzing trajectories of relevant features, particularly …
Intrinsic riemannian metrics on spaces of curves: Theory and computation
This chapter reviews some past and recent developments in shape comparison and
analysis of curves based on the computation of intrinsic Riemannian metrics on the space of …
analysis of curves based on the computation of intrinsic Riemannian metrics on the space of …
Computing distances and geodesics between manifold-valued curves in the SRV framework
AL Brigant - arxiv preprint arxiv:1601.02358, 2016 - arxiv.org
This paper focuses on the study of open curves in a Riemannian manifold M, and proposes
a reparametrization invariant metric on the space of such paths. We use the square root …
a reparametrization invariant metric on the space of such paths. We use the square root …
A discrete framework to find the optimal matching between manifold-valued curves
A Le Brigant - Journal of Mathematical Imaging and Vision, 2019 - Springer
The aim of this paper is to find an optimal matching between manifold-valued curves, and
thereby adequately compare their shapes, seen as equivalent classes with respect to the …
thereby adequately compare their shapes, seen as equivalent classes with respect to the …
Phase-amplitude separation and modeling of spherical trajectories
The problems of analysis and modeling of spherical trajectories, that is, continuous
longitudinal data on S 2, are important in several disciplines. These problems are …
longitudinal data on S 2, are important in several disciplines. These problems are …
Discovering common change-point patterns in functional connectivity across subjects
This paper studies change-points in human brain functional connectivity (FC) and seeks
patterns that are common across multiple subjects under identical external stimulus. FC …
patterns that are common across multiple subjects under identical external stimulus. FC …
[HTML][HTML] Comparing curves in homogeneous spaces
Of concern is the study of the space of curves in homogeneous spaces. Motivated by
applications in shape analysis we identify two curves if they only differ by their …
applications in shape analysis we identify two curves if they only differ by their …