From: A classification model for lncRNA and mRNA based on k-mers and a convolutional neural network
kvalue | number of k-mers | number of k-mers after KL screening | original model accuracy | model accuracy after KL screening | calculation time of the original model (s/epoch) | calculation time of KL screening model (s/epoch) |
---|---|---|---|---|---|---|
5 | 1024 | 115 | 0.7565 | 0.782 | 95 s | 4 s |
6 | 4096 | 1045 | 0.7748 | 0.779 | 855 s | 47 s |
4 + 5 | 1280 | 112 | 0.7532 | 0.629 | 290 s | 4 s |
2 + 3 + 5 | 1104 | 195 | 0.9798 | 0.9761 | 217 s | 27 s |