Errors-in-variables regression
Term · Chemistry · MLC-T-CHM-004089
A statistical regression method used when both the dependent and independent variables are subject to measurement errors. This approach accounts for the uncertainty in all observed variables, unlike ordinary least squares regression which assumes error-free independent variables. It is particularly relevant in analytical chemistry where experimental measurements inherently contain inaccuracies.
| Identifier | MLC-T-CHM-004089 |
|---|---|
| Field | Chemistry |
| Subject | Analytical Chemistry |
| Synonyms | total least squares regression |
| References | PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 434 (https://doi.org/10.1515/pac-2015-0605) |
| See also | Singular value decomposition |
Record as JSON
{
"id": "MLC-T-CHM-004089",
"term": "Errors-in-variables regression",
"field": "Chemistry",
"definition": "A statistical regression method used when both the dependent and independent variables are subject to measurement errors. This approach accounts for the uncertainty in all observed variables, unlike ordinary least squares regression which assumes error-free independent variables. It is particularly relevant in analytical chemistry where experimental measurements inherently contain inaccuracies.",
"synonyms": [
"total least squares regression"
],
"subject": "Analytical Chemistry",
"see_also": [
"singular value decomposition"
],
"references": [
"PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 434 (https://doi.org/10.1515/pac-2015-0605)"
],
"url": "https://mlchart.com/terminology/chemistry/errors-in-variables-regression/"
}
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