Datasets Using simulated Evolution
Simple Mutation Model
Beta-strand Mutation Model
Combined simple and beta-strand mutation model
Results
Median percent AUC improvement with mutation rate for HMMs
trained with pointwise mutations. The maximum median improvement
is 3.72% at 15% mutation rate
Median percent AUC improvement with mutation rate for HMMs
trained with pairwise mutations. The maximum median improvement
is 4.79% at 50% mutation rate
Median percent AUC improvement with mutation rate for HMMs
trained with and dataset augmented with combined pointwise and
pairwise mutations. The maximum median improvement is 4.95% at
pairwise mutation rate of 10% and pointwise mutation rate of 15%
Scatter plots displaying the variation in AUC improvement with the
a) variation in superfamily, b) percentage of sequences in superfamily
represented in the training family, and c) entropy of sequences in
training fanmily