Misclassification rate
Term · Chemistry · MLC-T-CHM-007412
The proportion of samples that are incorrectly assigned to a category or class by a classification model. This metric quantifies the error of a supervised classification algorithm when applied to a set of evaluation data. A lower misclassification rate indicates better performance of the classification model.
| Identifier | MLC-T-CHM-007412 |
|---|---|
| Field | Chemistry |
| Subject | Analytical Chemistry |
| Synonyms | misclassification frequency |
| References | PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 430 (https://doi.org/10.1515/pac-2015-0605) |
| See also | Evaluation data; Supervised classification |
Record as JSON
{
"id": "MLC-T-CHM-007412",
"term": "Misclassification rate",
"field": "Chemistry",
"definition": "The proportion of samples that are incorrectly assigned to a category or class by a classification model. This metric quantifies the error of a supervised classification algorithm when applied to a set of evaluation data. A lower misclassification rate indicates better performance of the classification model.",
"synonyms": [
"misclassification frequency"
],
"subject": "Analytical Chemistry",
"see_also": [
"evaluation data",
"supervised classification"
],
"references": [
"PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 430 (https://doi.org/10.1515/pac-2015-0605)"
],
"url": "https://mlchart.com/terminology/chemistry/misclassification-rate/"
}
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