Skip to main content
. 2025 Aug 27;14(9):1137. doi: 10.3390/biology14091137
ML Machine Learning
SVM Support Vector Machine
RF Random Forest
NN Neural Network
LR Linear Regression
AUC-ROC Area Under the Receiver Operating Characteristic Curve
CNN Convolutional Neural Network
LSTM Long Short-Term Memory
LLM Large Language Model
PPI Protein–Protein Interaction
XGBOOST eXtreme Gradient Boosting
PCA Principal Component Analysis
PSSM Position Specific Scoring Matrix
MNC Mononucleotide Composition
DNC Dinucleotide Composition
TNC Trinucleotide Composition
AAC Amino Acid Composition
DPC Dipeptide Composition
TPC Tripeptide Composition
CTD Composition, Transition, and Distribution
CT Conjoint Triad
AC Auto-Covariance
CC Cross-Covariance
DAC Dinucleotide Auto-Covariance
TAC Trinucleotide Auto-Covariance
DCC Dinucleotide Cross-Covariance
TCC Trinucleotide Cross-Covariance
DACC Dinucleotide Auto- and Cross-Covariance
Pse-PSSM Pseudo Position Specific Scoring Matrix
SPSSC Split Protein Secondary Structure Composition
TS Triplet Structure
MLM Masked Language Modeling
PLM Protein Language Model
GO Gene Ontology
TAPE Tasks Assessing Protein Embeddings
SHAP SHapley Additive exPlanations
LIME Local Interpretable Model-agnostic Explanations