{"title":"Unraveling Complexity: Singular Value Decomposition in Complex Experimental Data Analysis","authors":"Judith F. Stein, Aviad Frydman, Richard Berkovits","doi":"arxiv-2407.16267","DOIUrl":null,"url":null,"abstract":"Analyzing complex experimental data with multiple parameters is challenging.\nWe propose using Singular Value Decomposition (SVD) as an effective solution.\nThis method, demonstrated through real experimental data analysis, surpasses\nconventional approaches in understanding complex physics data. Singular values\nand vectors distinguish and highlight various physical mechanisms and scales,\nrevealing previously challenging elements. SVD emerges as a powerful tool for\nnavigating complex experimental landscapes, showing promise for diverse\nexperimental measurements.","PeriodicalId":501065,"journal":{"name":"arXiv - PHYS - Data Analysis, Statistics and Probability","volume":"41 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Data Analysis, Statistics and Probability","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2407.16267","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
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.