| ALFN | Abe lan fuzzy network |
| ANFIS | Adaptive neuro-fuzzy interface system |
| ANN | Artificial neural network |
| AR | Auto regressive |
| CER | Classification error rate |
| CSF | Common spatial pattern |
| CUSUM | Cummulative sum |
| CWT | Continuous wavelet transform |
| DFT | Discrete fourier transform |
| DOF | Degree of freedom |
| DSP | Digital signal processing |
| DR | Dimensionality reduction |
| EASRC | Extreme learning machine with adaptive sparse representation classification |
| ECog | Electrocorticogram |
| EEG | Electroencephalogram |
| EHW | Evolvable hardware |
| EMG | Electromyogram |
| FCM | Fuzzy C means |
| FCNN | Fuzzy clustering neural network |
| FD | Frequency domain |
| FDF | Frequency domain feature |
| FP | Feature projection |
| HD | High density |
| HMM | Hidden Markov model |
| IAV | Integral absolute value |
| ICA | Independent component analysis |
| IM | Inertial measurement |
| IMU | Inertial measurement unit |
| KFD | Kernel fisher discriminant |
| KNN | K-nearest neighbour |
| LDA | Linear discriminate analysis |
| LTFR | Linear time frequency representations |
| MA | Moving average |
| MAV | Mean absolute value |
| MDA | Multiple discriminant analysis |
| MIDI | Musical instrument digital interface |
| MLP | Multi-layer perceptron |
| MMLD | Maximum likelihood distance |
| MRV | Mean relative value |
| MV | Majority Voting |
| NBC | Naive Bayes classifier |
| NN | Neural network |
| OFNDA | Orthogonal fuzzy neighbourhood discriminative approach |
| PCA | Principal component analysis |
| PNS | Peripheral nervous system |
| PR | Pattern recognition |
| PSD | Power spectral density |
| QTFR | Quadratic time frequency representations |
| RBF | Radial Basis function |
| RF | Random forest |
| RMS | Root mean square |
| SD | Standard deviation |
| sEMG | Surface EMG |
| SF | Sample frequency |
| SNR | Signal to noise ratio |
| SOM | Self organizing maps |
| SPSE | Steady posture and steady EMG |
| SRC | Sparse representation classification |
| SSC | Slope sign change |
| STFT | Short time Fourier transform |
| SVDD | Support vector data description |
| SVM | Support vector machine |
| TAC | Target achievement control |
| TD | Time domain |
| TDF | Time domain features |
| TD-PSD | TD-Power spectral descriptors |
| TFDF | Time frequency domain features |
| TKE | Teager-Kaiser energy operator |
| TMR | Targeted muscle re-innervation |
| TSD | Temporal- spatial descriptor |
| TSVM | Twin SVM |
| ULAs | Upper limb amputees |
| ULDA | Uncorrelated linear discriminant analysis |
| ULP | Upper limb prosthesis |
| VD-MOM | Vuskovic and Du-MOM |
| WAMP | Willison amplitude |
| WL | Waveform length |
| WPT | Wavelet packet transforms |
| WT | Wavelet transform |
| ZC | Zero crossing |