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. 2024 Dec 20;19(12):e0315477. doi: 10.1371/journal.pone.0315477

Table 1. Abbreviations.

Abbreviations What it stands for
AMP ANTIMICROBIAL PEPTIDES
ML Machine Learning
STFT Short time Fourier transform
DL Deep Learning
MIC Minimum Inhibitory Concentrations
APD Antimicrobial Peptide Database
CNN Convolutional neural networks
RNN Recurrent neural networks
DRAMP Dragon Antimicrobial Peptide Database
CAMPR3 Cationic Antimicrobial Peptides Repository Version 3
MARVIN Molecular Modeling and Visualization of Interactions in Neuropeptides
PCA Principal component analysis
NN Neural Network
KNN K Nearest Neighbor
NLP Natural language processing
Conv Convolution Layer
RELU rectified linear unit
Pool Pooling Layer
FC Fully connected
VGG Visual Geometry Group
ResNET Residual Networks
ROC Receiver Operating Characteristic
FN False Negatives
FP False Positive
TP True Positive
TN True Negative
DLP Deep learning prediction
MCC Matthews correlation coefficient
AUC Area under the curve
ACPs Antimicrobial Cationic Peptides