Optimization-based quasi-uniform spherical t-design and generalized multitaper for complex physiological time series

07/31/2019
by   Matt Sourisseau, et al.
0

Motivated by the demand to analyze complex physiological time series, we provide a quasi-uniform spherical t-design for any dimensional sphere based on an optimization approach. The design is generalized to achieve a quasi-uniform spherical (k,l)-design for complex sphere of arbitrary dimension. The real and complex designs are applied to construct a generalized multitaper scheme for the nonlinear-type time-frequency analysis, particularly the concentration of frequency and time (ConceFT), which we coin the QU-ConceFT. The proposed QU-ConceFT is applied to visualize the spindle structure in the electroencephalogram signal during the N2 sleep stage.

READ FULL TEXT
research
06/20/2019

The spherical ensemble and quasi-Monte-Carlo designs

The spherical ensemble is a well-known ensemble of N repulsive points on...
research
10/28/2017

Optimal designs for regression with spherical data

In this paper optimal designs for regression problems with spherical pre...
research
08/29/2023

The projected dynamic linear model for time series on the sphere

Time series on the unit n-sphere arise in directional statistics, compos...
research
09/27/2022

It's a Wrap! Visualisations that Wrap Around Cylindrical, Toroidal, or Spherical Topologies

Traditional visualisations are designed to be shown on a flat surface (s...
research
02/09/2021

On the Minimax Spherical Designs

Distributing points on a (possibly high-dimensional) sphere with minimal...
research
03/24/2022

Spherical Autoregressive Models, With Application to Distributional and Compositional Time Series

We introduce a new class of autoregressive models for spherical time ser...
research
02/18/2022

Stratified Multivariate Multiscale Dispersion Entropy for Physiological Signal Analysis

Multivariate Entropy quantification algorithms are becoming a prominent ...

Please sign up or login with your details

Forgot password? Click here to reset