The global model (i.e. the optimal number of PLS components (PCs)) was then chosen according to the minimum cross-validated mean squared error (MSE) of prediction of the response matrix Y, with the extra requirement that each included component accounts for at least 1% of the total cross-validated Y-variance.
Regarding the computation of predictions using KRR, let K denote the matrix of similarities in the higher-dimensional feature space in the training set, such that an element of this matrix k ij is given by k(x i, x j ) and let K21 be defined similarly for individuals in the test set versus individuals in the training set.
"Current reality is the matrix of all possibilities," Deepak said.
"The Matrix," of course, is the finest example.
The feminine is the matrix of creation.
From the Matrix of Violence to the Matrix of Life.
The rates of genetic gain were determined using the prediction error variance covariance matrix of the traits included into the best linear prediction of breeding values.
Computational predictions of the transfer matrix have been validated successfully against these analytical results.
All variables within the regression were included in the prediction matrix of the MICE procedure, as advocated by Van Buuren.
The accuracy of the model was evaluated by subtracting the proportional by chance accuracy rate (PCHAR) to the overall percentage of accurate predictions seen in the classification matrix of the final model.
