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Computer Physics Communications
Article . 2023 . Peer-reviewed
License: Elsevier TDM
Data sources: Crossref
https://dx.doi.org/10.48550/ar...
Article . 2022
License: CC BY
Data sources: Datacite
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On fits to correlated and auto-correlated data

Authors: Mattia Bruno; Rainer Sommer;

On fits to correlated and auto-correlated data

Abstract

Observables in particle physics and specifically in lattice QCD calculations are often extracted from fits. Standard $\chi^2$ tests require a reliable determination of the covariance matrix and its inverse from correlated and auto-correlated data, a challenging task often leading to close-to-singular estimates. These motivate modifications of the definition of $\chi^2$ such as uncorrelated fits. We show how the goodness-of-fit measured by their p-value can still be estimated robustly for a broad class of such fits.

Computer physics communications 285, 108643 (2023). doi:10.1016/j.cpc.2022.108643

Published by North Holland Publ. Co., Amsterdam

Countries
Germany, Italy
Keywords

Goodness of fit, Statistical Mechanics (cond-mat.stat-mech), Chi-squared test, High Energy Physics - Lattice (hep-lat), lattice field theory, FOS: Physical sciences, Computational Physics (physics.comp-ph), 530, High Energy Physics - Experiment, High Energy Physics - Phenomenology, High Energy Physics - Experiment (hep-ex), High Energy Physics - Lattice, High Energy Physics - Phenomenology (hep-ph), Autocorrelations; Chi-squared test; Goodness of fit;, covariance, Autocorrelations, info:eu-repo/classification/ddc/530, Physics - Computational Physics, Condensed Matter - Statistical Mechanics

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    9
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
9
Top 10%
Average
Top 10%
Green