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Lanczos Algorithm, the Transfer Matrix, and the Signal-to-Noise Problem

Michael L. Wagman

2025Physical Review Letters17 citationsDOIOpen Access PDF

Abstract

This Letter introduces a method for determining the energy spectrum of lattice quantum chromodynamics by applying the Lanczos algorithm to the transfer matrix and using a bootstrap generalization of the Cullum-Willoughby method to filter out spurious eigenvalues. Proof-of-principle analyses of the simple harmonic oscillator and the lattice quantum chromodynamics proton mass demonstrate that this method provides faster ground-state convergence than the "effective mass," which is related to the power-iteration algorithm. Lanczos provides more accurate energy estimates than multistate fits to correlation functions with small imaginary times while achieving comparable statistical precision. Two-sided error bounds are computed for Lanczos results and guarantee that excited-state effects cannot shift Lanczos results far outside their statistical uncertainties.

Topics & Concepts

Lanczos resamplingLanczos algorithmAlgorithmSIGNAL (programming language)Transfer matrixNoise (video)Matrix (chemical analysis)Computer sciencePhysicsMaterials scienceArtificial intelligenceQuantum mechanicsEigenvalues and eigenvectorsImage (mathematics)Composite materialProgramming languageComputer visionNeural Networks and ApplicationsMatrix Theory and AlgorithmsScientific Research and Discoveries
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