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Asymptotic Analysis of Multilevel Best Linear Unbiased Estimators [PDF]

open access: greenSIAM/ASA Journal on Uncertainty Quantification, 2021
We study the computational complexity and variance of multilevel best linear unbiased estimators introduced in [D. Schaden and E. Ullmann, SIAM/ASA J. Uncert. Quantif., (2020)]. We specialize the results in this work to PDE-based models that are parameterized by a discretization quantity, e.g., the finite element mesh size.
Daniel Schaden, Elisabeth Ullmann
  +7 more sources

Best Linear Unbiased Estimators for Properties of Digitized Straight Lines [PDF]

open access: greenIEEE Transactions on Pattern Analysis and Machine Intelligence, 1986
This paper considers the problem of measuring properties of digitized straight lines from the viewpoint of measurement methodology. The measurement and estimation process is described in detail, revealing the importance of a step called ``characterization'' which was not recognized explicitly before.
Arnold W. M. Smeulders, Leo Dorst
openaire   +4 more sources

Best linear unbiased estimators in continuous time regression models

open access: greenarXiv: Methodology, 2016
In this paper the problem of best linear unbiased estimation is investigated for continuous-time regression models. We prove several general statements concerning the explicit form of the best linear unbiased estimator (BLUE), in particular when the error process is a smooth process with one or several derivatives of the response process available for ...
Dette, Holger   +2 more
openaire   +6 more sources

The Best Linear Unbiased Estimator for Continuation of a Function

open access: green, 2010
We show how to construct the best linear unbiased predictor (BLUP) for the continuation of a curve in a spline-function model. We assume that the entire curve is drawn from some smooth random process and that the curve is given up to some cut point. We demonstrate how to compute the BLUP efficiently. Confidence bands for the BLUP are discussed. Finally,
Goldberg, Yair   +2 more
openaire   +4 more sources

An elementary development of the equation characterizing best linear unbiased estimators

open access: bronzeLinear Algebra and its Applications, 2004
AbstractPuntanen et al. [J. Statist. Plann. Inference 88 (2000) 173] provided two matrix-based proofs of the result stating that a linear estimator By represents the best linear unbiased estimator (BLUE) of the expectation vector Xβ under the general Gauss–Markov model M={y,Xβ,σ2V} if and only if B(X:VX⊥)=(X:0), where X⊥ is any matrix whose columns ...
Jerzy K. Baksalary
openaire   +3 more sources

Best Linear Unbiased Estimators for Fusion of Multiple CYGNSS Soil Moisture Products

open access: goldIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
NASA's Cyclone Global Navigation Satellite System (CYGNSS) mission has gained significant attention within the land remote sensing community for estimating soil moisture (SM) using the Global Navigation System Reflectometry technique.
M M Nabi   +3 more
doaj   +2 more sources

Best linear unbiased estimation for varying probability with and without replacement sampling [PDF]

open access: yesSpecial Matrices, 2019
Abstract When sample survey data with complex design (stratification, clustering, unequal selection or inclusion probabilities, and weighting) are used for linear models, estimation of model parameters and their covariance matrices becomes complicated.
Haslett Stephen
openaire   +3 more sources

Orthogonal Block Structure and Uniformly Best Linear Unbiased Estimators [PDF]

open access: closed, 2019
Models with orthogonal block structure, OBS, have variance covariance matrices that are linear combinations [...]
Ferreira, Sandra S.   +4 more
openaire   +4 more sources

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