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Unraveling Complexity: Singular Value Decomposition in Complex Experimental Data Analysis

Authors :
Stein, Judith F.
Frydman, Aviad
Berkovits, Richard
Publication Year :
2024

Abstract

Analyzing complex experimental data with multiple parameters is challenging. We propose using Singular Value Decomposition (SVD) as an effective solution. This method, demonstrated through real experimental data analysis, surpasses conventional approaches in understanding complex physics data. Singular values and vectors distinguish and highlight various physical mechanisms and scales, revealing previously challenging elements. SVD emerges as a powerful tool for navigating complex experimental landscapes, showing promise for diverse experimental measurements.<br />Comment: 11 pages, 4 figures, submitted to SciPost Physics Core

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2407.16267
Document Type :
Working Paper