Results 31 to 40 of about 1,787,003 (299)

Between Nonlinearities, Complexity, and Noises: An Application on Portfolio Selection Using Kernel Principal Component Analysis

open access: yesEntropy, 2019
This paper discusses the effects of introducing nonlinear interactions and noise-filtering to the covariance matrix used in Markowitz’s portfolio allocation model, evaluating the technique’s performances for daily data from seven financial ...
Yaohao Peng   +3 more
doaj   +1 more source

Agnostic Estimation of Mean and Covariance [PDF]

open access: yes2016 IEEE 57th Annual Symposium on Foundations of Computer Science (FOCS), 2016
We consider the problem of estimating the mean and covariance of a distribution from iid samples in $\mathbb{R}^n$, in the presence of an $η$ fraction of malicious noise; this is in contrast to much recent work where the noise itself is assumed to be from a distribution of known type.
Kevin A. Lai   +2 more
openaire   +4 more sources

Automatic positive semidefinate HAC covariance matrix and GMM estimation [PDF]

open access: yes, 2005
This paper proposes a new class of heteroskedastic and autocorrelation consistent (HAC) covariance matrix estimators. The standard HAC estimation method reweights estimators of the autocovariances.
Smith, Richard J.
core   +1 more source

Estimation of a Multiplicative Covariance Structure [PDF]

open access: yesSSRN Electronic Journal, 2016
We consider a Kronecker product structure for large covariance matrices, which has the feature that the number of free parameters increases logarithmically with the dimensions of the matrix. We propose an estimation method of the free parameters based on the log linear property of this structure, and also a Quasi-Likelihood method.
Hafner, Christian M.   +2 more
openaire   +2 more sources

Variational Bayes for Regime-Switching Log-Normal Models

open access: yesEntropy, 2014
The power of projection using divergence functions is a major theme in information geometry. One version of this is the variational Bayes (VB) method. This paper looks at VB in the context of other projection-based methods in information geometry.
Hui Zhao, Paul Marriott
doaj   +1 more source

Two-Dimensional Separable Gridless Direction-of-Arrival Estimation Based on Finite Rate of Innovation

open access: yesIEEE Access, 2021
In order to solve the problem that the gridless DOA estimation algorithms based on generalized finite rate of innovation (FRI) signal reconstruction model are not suitable for two-dimensional DOA estimation using planar array, a separable gridless DOA ...
Kunda Wang, Lin Shi, Tao Chen
doaj   +1 more source

Graph Sampling for Covariance Estimation [PDF]

open access: yesIEEE Transactions on Signal and Information Processing over Networks, 2017
In this paper the focus is on subsampling as well as reconstructing the second-order statistics of signals residing on nodes of arbitrary undirected graphs. Second-order stationary graph signals may be obtained by graph filtering zero-mean white noise and they admit a well-defined power spectrum whose shape is determined by the frequency response of ...
Sundeep Prabhakar Chepuri, Geert Leus
openaire   +4 more sources

Estimator of Agreement with Covariate Adjustment

open access: yesJournal of Agricultural, Biological and Environmental Statistics, 2023
AbstractThe parameter $$\kappa $$ κ is a general agreement structure used across many fields, such as medicine, machine learning and the pharmaceutical industry. A popular estimator for $$\kappa $$ κ is Cohen’s $$\kappa $$ κ ; however, this estimator
Katelyn A. McKenzie, Jonathan D. Mahnken
openaire   +2 more sources

Variational Bayesian Parameter Estimation Techniques for the General Linear Model

open access: yesFrontiers in Neuroscience, 2017
Variational Bayes (VB), variational maximum likelihood (VML), restricted maximum likelihood (ReML), and maximum likelihood (ML) are cornerstone parametric statistical estimation techniques in the analysis of functional neuroimaging data.
Ludger Starke   +3 more
doaj   +1 more source

Estimation of a covariance matrix with zeros [PDF]

open access: yesBiometrika, 2007
25 ...
Chaudhuri, S.   +2 more
openaire   +3 more sources

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