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Covariance matrix filtering with bootstrapped hierarchies. [PDF]

open access: yesPLoS ONE, 2021
Cleaning covariance matrices is a highly non-trivial problem, yet of central importance in the statistical inference of dependence between objects. We propose here a probabilistic hierarchical clustering method, named Bootstrapped Average Hierarchical ...
Christian Bongiorno, Damien Challet
doaj   +2 more sources

Covariance-Matrix-Based Criteria for Network Entanglement [PDF]

open access: yesEntropy, 2023
Quantum networks offer a realistic and practical scheme for generating multiparticle entanglement and implementing multiparticle quantum communication protocols.
Kiara Hansenne, Otfried Gühne
doaj   +2 more sources

Spectrum Sensing for Noncircular Signals Using Augmented Covariance-Matrix-Aware Deep Convolutional Neural Network [PDF]

open access: yesSensors
This work investigates spectrum sensing in cognitive radio networks, where multi-antenna secondary users aim to detect the spectral occupancy of noncircular signals transmitted by primary users.
Songlin Chen   +3 more
doaj   +2 more sources

k-Covariance: An Approach of Ensemble Covariance Estimation and Undersampling to Stabilize the Covariance Matrix in the Global Minimum Variance Portfolio

open access: yesApplied Sciences, 2022
A covariance matrix is an important parameter in many computational applications, such as quantitative trading. Recently, a global minimum variance portfolio received great attention due to its performance after the 2007–2008 financial crisis, and this ...
Tuan Tran, Nhat Nguyen, Trung Nguyen
doaj   +1 more source

A Novel Clutter Covariance Matrix Estimation Method Based on Feature Subspace for Space-Based Early Warning Radar

open access: yesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021
Accurate estimation of the clutter covariance matrix for the cell under test (CUT) is a committed step in the spatial-temporal adaptive processing (STAP) algorithm.
Tianfu Zhang   +5 more
doaj   +1 more source

Estimation of Large-Dimensional Covariance Matrices via Second-Order Stein-Type Regularization

open access: yesEntropy, 2022
This paper tackles the problem of estimating the covariance matrix in large-dimension and small-sample-size scenarios. Inspired by the well-known linear shrinkage estimation, we propose a novel second-order Stein-type regularization strategy to generate ...
Bin Zhang, Hengzhen Huang, Jianbin Chen
doaj   +1 more source

A methodology to obtain model-error covariances due to the discretization scheme from the parametric Kalman filter perspective [PDF]

open access: yesNonlinear Processes in Geophysics, 2021
This contribution addresses the characterization of the model-error covariance matrix from the new theoretical perspective provided by the parametric Kalman filter method which approximates the covariance dynamics from the parametric evolution of a ...
O. Pannekoucke   +6 more
doaj   +1 more source

Covariance Matrix Estimation in Complex Surveys [PDF]

open access: yesThe Egyptian Statistical Journal, 1989
An estimator of asymptotic covariance matrix of vector of second-order sample moments under cluster sampling design is derived by the Taylor expansion method. The form of the estimator under stratified cluster sampling design is obtained as well.
Muhammad Pervaiz
doaj   +1 more source

pyGNMF: A Python library for implementation of generalised non-negative matrix factorisation method

open access: yesSoftwareX, 2022
This article introduces a Python library named pyGNMF, which implements the recently proposed generalised non-negative matrix factorisation (GNMF) method.
Nirav L. Lekinwala, Mani Bhushan
doaj   +1 more source

The effect on cosmological parameter estimation of a parameter dependent covariance matrix

open access: yesThe Open Journal of Astrophysics, 2019
Cosmological large-scale structure analyses based on two-point correlation functions often assume a Gaussian likelihood function with a fixed covariance matrix. We study the impact on cosmological parameter estimation of ignoring the parameter dependence
Darsh Kodwani   +2 more
doaj   +2 more sources

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