Linear Algebra is Your Friend: Least Squares Solutions to Overdetermined Linear Systems

Most engineering students are quite familiar with least squares regression analysis of experimental data on Y versus X plots using EXCEL or other similar spreadsheet software programs.They use the reported coefficient of determination, R 2 , as a measure of the "closeness of fit".Most chemical engineering students, however, are not well versed enough with the concepts of modern day computational techniques for finding the least squares solution or with the application of linear algebra for determining the best solution to overdetermined linear systems of equations.

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Published
2025-02-18
DOI
https://doi.org/10.18260/1-2-1153-51642
Primary Topic
Advanced Optimization Algorithms Research
Type
article
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0.00
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article

Linear Algebra is Your Friend: Least Squares Solutions to Overdetermined Linear Systems

Mark Arnold, Robert E. Babcock
Advanced Optimization Algorithms Research
article

Linear Algebra is Your Friend: Least Squares Solutions to Overdetermined Linear Systems

Mark Arnold, Robert E. Babcock
article en

Abstract

Most engineering students are quite familiar with least squares regression analysis of experimental data on Y versus X plots using EXCEL or other similar spreadsheet software programs.They use the reported coefficient of determination, R 2 , as a measure of the "closeness of fit".Most chemical engineering students, however, are not well versed enough with the concepts of modern day computational techniques for finding the least squares solution or with the application of linear algebra for determining the best solution to overdetermined linear systems of equations.

University of Arkansas at Fayetteville (US)
Reduced inequalities
Openalex Percentile: Top 95%
Advanced Optimization Algorithms Research
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