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In addition, K-nearest neighbor and soft independent modeling of class analogy algorithms were employed to the classification models building.
In this paper, we present the expectation-maximization robust soft independent modeling of class analogy approach (EM-S-SIMCA) based on the recently introduced spherical SIMCA method.
The soil properties were calibrated to smoothed first derivative MIR spectra using partial least-square regression (PLS), and screening tests were developed for various limitation classes applicable in civil works using the soft independent modeling of class analogy (SIMCA).
The similarity between their vapor-phase FTIR spectra was modeled using principal component analysis (PCA), and class identity was assigned on the basis of soft independent modeling of class analogy (SIMCA).
LDA (linear discriminant analysis), SIMCA (soft independent modeling of class analogy), RP (recursive partitioning), and ANN (artificial neural network) algorithms successfully classified the active class of each compound at the average 73.6% and predicted at the average 69.8%.
A SIMCA (soft independent modeling of class analogy) model was built using the scores from the PCs to a confidence level of 95%, which is completely specific (100%) for the vapors of each explosive and explosive mimic.
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For teachers to be genuinely open to their students' immediate concerns, and the language that is needed to express them, a real paradigm shift from established models of class preparation and delivery is required.
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He needs to look across the court at one of his opponents in this year's finals, San Antonio's Tim Duncan, to find a man who is truly humble and a model of class and loyalty to his team.
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