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. 2023 Feb 2;20(3):2696. doi: 10.3390/ijerph20032696
Abbreviation Meaning
DDI Drug–drug interactions
ML Machine learning
DL Deep learning
SSODL-DDIP Sparrow search optimization with deep learning-based DDI prediction
MLSTM-AE Multilabel long short-term memory with an autoencoder
DM Data mining
RBM Restricted Boltzmann machines
CNN Convolution neural networks
AE Autoencoder
PU Positive unlabeled
SVM Support vector machine
GCN Graph convolution network
DNN Deep neural networks
KGNN Knowledge graph neural network
KG Knowledge graph
AMDE Attention-related multidimensional feature encoders
SEV-DDI Severity DDI
DANN-DDI Deep attention neural network-related DDI
SFLLN Sparse feature learning ensembled approach with linear neighborhood regularization
DP Drug pairs
WEMB Word embedding
LSTM Long short-term memory
FCN Fully connected networks
FC Fully connected
FS Flying Squirrels
GPCR G protein-coupled receptors
AUPR Area under the precision-recall curve
AUC Area under the ROC Curve
CV Coefficient of variation
PSSM Position-specific scoring matrix
NN Neural network
KBMF2K Kernelized Bayesian matrix factorization with twin kernels
DBSI drug-based similarity inference
DTIP-ORNN Drug–target interaction prediction model using optimal recurrent neural network
BLM Bipartite local model
SELF-BLM Self-training support vector machine with BLM
PULBLM Positive unlabeled learning with BLM