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Later analysis indeed showed that E2 and Estrol as well as other 15 drugs are detected to be within the same MoA while roloxifene was predicted top ranked in the reverse prediction list with an independent E2 treatment sample (Details in BRCA-MoNet Application Case 1).
Thus, better coding efficiency can be expected when reverse prediction is adopted.
The simultaneous reverse prediction of multiple concrete components is very difficult, but very important in practical engineering applications.
To further improve performance of ORP, motivated by recently proposed orthogonal k-means clustering, in this paper we propose an orthogonal optimal reverse prediction (OORP), together with its kernelized and Laplacian regularized extensions.
Optimal reverse prediction (ORP) has recently been proposed as a semi-supervised framework to unify supervised and unsupervised training methods such as supervised least square, principal component analysis (PCA), k-means clustering and normalized graph-cut.
Experimental results demonstrate that the PSO-RE-MIMO-SVM performs well for reverse prediction of multiple concrete components compared with the least-squares SVM, back propagation neural network, and radial basis function neural network approaches.
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Good reverse predictions of the stress strain properties from the indentation response were obtained through a novel method developed in this study.
It returns a value between −1 and +1: +1 stands for a perfect prediction, 0 for random prediction and −1 for totally reversed prediction.
To do so, we simply perform the individual predictions and then average the prediction of the forward strand with the opposite prediction for the reverse strand.
You have to admire a historian who proposes to extract reverse-prediction gold from that material.
It was successfully tested in the reverse-prediction analysis on groups of genes with known regulators and applied to co-expressed genes and experimentally observed expression quantitative trait loci (eQTLs).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com