| ANN | Artificial Neural Network |
| ART | Adaptive Resonant Theory neural network |
| ARTMAP | Adaptive Resonant Theory Map |
| DFA | Discriminant Factor Analysis |
| EN | Electronic Nose |
| GC-MS | Gas Chromatography coupled to Mass Spectrometry |
| HCA | Hierarchical Cluster Analysis |
| HIV | Human Immunodeficiency Virus |
| HPLC | High Precision Liquid Chromatography |
| K-NN | K Nearest Neighbors |
| LDA | Linear Discriminant Analysis |
| LOOCV | Leave One Out Cross Validation |
| LVQ | Learning Vector Quantization |
| MAP | Medicinal and Aromatic Plant |
| MLP | Multi-Layer Perceptron |
| MOS | Metal Oxide Sensor |
| MSD | Mass Spectroscopy Detector |
| PARC | Pattern Recognition |
| PNN | Probabilistic Neural Network |
| QDA | Quadratic Discriminant Analysis |
| RBF | Radial Basis Function neural network |
| SIMCA | Soft Independent Modelling of Class Analogies |
| SOM | Self-Organizing Map |
| SVM | Support Vector Machine |
| TLC | Thin Layer Chromatography |