| AAC | Administrative Assistance and Cooperation Network |
| AFB1 | Aflatoxin B1 |
| ANN | Artificial Neural Network |
| AOTF | Acousto-Optic Tunable Filter |
| BPNN | Backpropagation Neural Network |
| CARS | Competitive Adaptive Reweighted Sampling |
| CNN | Convolutional Neural Network |
| DD-SIMCA | Data-Driven Soft Independent Modeling of Class Analogy |
| DLP | Digital Light Processing |
| DMD | Digital Micromirror Device |
| DSC | Differential Scanning Calorimetry |
| EFSA | European Food Safety Authority |
| ELISA | Enzyme-Linked Immunosorbent Assay |
| EPA | Eicosapentaenoic Acid |
| FF | Food Fraud Network |
| FT-NIR | Fourier Transform Near-Infrared Spectroscopy |
| GA | Genetic Algorithm |
| GC | Gas Chromatography |
| GC-MS | Gas Chromatography–Mass Spectrometry |
| GC-MS/MS | Gas Chromatography–Tandem Mass Spectrometry |
| HFCS | High-Fructose Corn Syrup |
| HPLC | High-Performance Liquid Chromatography |
| HSI | Hyperspectral Imaging |
| InGaAs | Indium–Gallium–Arsenide |
| k-NN | k-Nearest Neighbors |
| LC-MS | Liquid Chromatography–Mass Spectrometry |
| LC-MS/MS | Liquid Chromatography–Tandem Mass Spectrometry |
| LDA | Linear Discriminant Analysis |
| LED | Light Emitting Diode |
| LTF | Linear Tunable Filter |
| LVF | Linear Variable Filter |
| MLR | Multiple Linear Regression |
| MEMS | Micro-Electro-Mechanical Systems |
| MIR | Mid-Infrared Spectroscopy |
| MSC | Multiplicative Scatter Correction |
| NAS | Net Analyte Signal |
| NIR | Near-Infrared Spectroscopy |
| NMR | Nuclear Magnetic Resonance |
| PbS | Lead Sulfide |
| PbSe | Lead Selenide |
| PCA | Principal Component Analysis |
| PCR | Principal Component Regression |
| PLS-DA | Partial Least Squares Discriminant Analysis |
| PLSR | Partial Least Squares Regression |
| R2 | Coefficient of Determination |
| RASFF | Rapid Alert System for Food and Feed |
| RBFNN | Radial Basis Function Neural Network |
| RF | Random Forest |
| RPD | Residual Predictive Deviation |
| RPIQ | Ratio of Performance to Interquartile Range |
| RMSE | Root Mean Square Error |
| RMSEC | Root Mean Square Error of Calibration |
| RMSECV | Root Mean Square Error of Cross-Validation |
| RMSEP | Root Mean Square Error of Prediction |
| SEC | Standard Error of Calibration |
| SEP | Standard Error of Prediction |
| SG | Savitzky–Golay |
| SIMCA | Soft Independent Modeling of Class Analogy |
| SNV | Standard Normal Variate |
| SPA | Successive Projections Algorithm |
| SVM | Support Vector Machine |
| SVR | Support Vector Regression |
| UVE | Uninformative Variable Elimination |
| WPC | Whey Protein Concentrate |
| ZEN | Zearalenone |