Optimal -k nearest neighbours based ensemble for classification and feature selection in chemometrics data

Inzamam Ul Haq; Dost Muhammad Khan; Muhammad Hamraz; Nadeem Iqbal; Amjad Ali; Sajjad Ahmad Khan

doi:10.1016/j.chemolab.2023.104882

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Optimal -k nearest neighbours based ensemble for classification and feature selection in chemometrics data

Inzamam Ul Haq Dost Muhammad Khan Muhammad Hamraz Nadeem Iqbal Amjad Ali Sajjad Ahmad Khan

Year: 2023 Journal: Chemometrics and Intelligent Laboratory Systems Vol: 240 Pages: 104882-104882 Publisher: Elsevier BV

DOI: 10.1016/j.chemolab.2023.104882

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Keywords:

Computer science Feature selection Outlier Artificial intelligence Ensemble learning Pattern recognition (psychology) k-nearest neighbors algorithm Benchmark (surveying) Brier score Feature (linguistics) Regression Data mining Machine learning Statistics Mathematics

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Spectroscopy and Chemometric Analyses

Physical Sciences → Chemistry → Analytical Chemistry

Advanced Statistical Methods and Models

Physical Sciences → Mathematics → Statistics and Probability

Advanced Chemical Sensor Technologies

Physical Sciences → Engineering → Biomedical Engineering

Optimal -k nearest neighbours based ensemble for classification and feature selection in chemometrics data

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