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Furthermore, GRU achieves prediction performances similar to LSTM with a quicker learning curve.
Our KLR method achieves prediction accuracy Qtotal = 80.7%, Qpredicted = 58.98%, Qobserved = 65.25%, sensitivity = 85.34%, and MCC = 0.50.
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Similarly, the GEMS-SVM classifier with the 6 predictive genes achieved prediction accuracies of 88.9%, 87.5% and 89.8% respectively for three acetaminophen data sets from NCT008, NTP and NCT informatics challenge.
When the total material was fitted into the model, the following results were achieved: prediction accuracy 77%, sensitivity 0.30, specificity 0.95, positive predictive value 0.68, negative predictive value 0.78, and area under the ROC 0.69.
The achieved prediction ability was 76.1% of cross-validated grouped cases correctly classified.
Hopfield networks can be employed to solve complex pattern recognition problems and achieve prediction and optimization in time domain [22].
The orthology based method achieved prediction accuracy of 83.86%, and among the novel predictions, it only covered 56.35% of our novel discoveries.
Disregarding low-confidence predictions, YLoc can achieve prediction accuracies of over 90%.
The analysis of PB2 adds significantly to achieve prediction of the oocyte ploidy.
It is then possible to examine if the achieved prediction results of the original data set are significantly different than random predictions.
Only 4 out of the 10,000 samples achieved prediction accuracy greater than or equal to 0.81 (accuracy for the 21 genes using the Random Forest classifier).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com