Validation of chemometric models for the determination of deoxynivalenol on maize by mid-infrared spectroscopy
Validation methods for chemometric models are presented, which are a necessity for the evaluation of model performance and prediction ability. Reference methods with known performance can be employed for comparison studies. Other validation methods include test set and cross validation, where some s...
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Veröffentlicht in: | Mycotoxin research 2003-06, Vol.19 (2), p.149-153 |
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Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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Zusammenfassung: | Validation methods for chemometric models are presented, which are a necessity for the evaluation of model performance and prediction ability. Reference methods with known performance can be employed for comparison studies. Other validation methods include test set and cross validation, where some samples are set aside for testing purposes. The choice of the testing method mainly depends on the size of the original dataset. Test set validation is suitable for large datasets (>50), whereas cross validation is the best method for medium to small datasets ( |
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ISSN: | 0178-7888 1867-1632 |
DOI: | 10.1007/BF02942955 |