[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 …

Elastic functional coding of Riemannian trajectories

R Anirudh, P Turaga, J Su… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
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 …

Shape analysis of surfaces using general elastic metrics

Z Su, M Bauer, SC Preston, H Laga… - Journal of Mathematical …, 2020 - Springer
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 …

Rate-invariant analysis of covariance trajectories

Z Zhang, J Su, E Klassen, H Le, A Srivastava - Journal of Mathematical …, 2018 - Springer
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 …

Intrinsic riemannian metrics on spaces of curves: Theory and computation

M Bauer, N Charon, E Klassen, A Le Brigant - Handbook of Mathematical …, 2021 - Springer
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 …

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 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 …

Phase-amplitude separation and modeling of spherical trajectories

Z Zhang, E Klassen, A Srivastava - Journal of Computational and …, 2018 - Taylor & Francis
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 …

Discovering common change-point patterns in functional connectivity across subjects

M Dai, Z Zhang, A Srivastava - Medical image analysis, 2019 - Elsevier
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 …

[HTML][HTML] Comparing curves in homogeneous spaces

Z Su, E Klassen, M Bauer - Differential Geometry and its Applications, 2018 - Elsevier
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 …