Enhancing EMG-based gesture recognition for prosthetic control: Impact of dimensionality reduction on machine learning classifier
Wafaa N. Abdelrazik, Ahmed El-Bialy, Hamed Ibrahim, Bassam A. Hemade
Topics & Concepts
Artificial intelligenceDimensionality reductionPrincipal component analysisPattern recognition (psychology)Computer scienceRandom forestNaive Bayes classifierSupport vector machineClassifier (UML)Linear discriminant analysisArtificial neural networkMachine learningElectromyographySpeech recognitionGesture recognitionBayes' theoremThumbWaveletRandom subspace methodCurse of dimensionalityConvolutional neural networkFeature extractionWavelet transformAdaBoostSignal processingQuadratic classifierSoftmax functionPreprocessorPython (programming language)Muscle activation and electromyography studiesEEG and Brain-Computer InterfacesAdvanced Sensor and Energy Harvesting Materials