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Abbreviations MOX: Metal oxide PCA: Principal component analysis KNN: K-nearest neighbor ANN: Artificial neural network PLS: Partial least squares MLPCR: Maximum likelihood principal components regression FFT: Fast Fourrier transform LDA: Linear discriminant analysis ZnO: Zinc oxide WO 3 : Tungsten trioxide TiO 2 : Titanium dioxide POMD: Partially observable markov decision processes EMD: Empirical mode decomposition VMD: Variational mode decomposition WPT: Wavelet pocket transform VOC: Volatile organic compounds SFS: Sequential forward selection LVW: Las Vegas wrapper FFNN: Feed forward neural network GMM: Gaussian mixture model DCNN: Deep convolutional neural network LCD: Low confidence decision CO: Carbon monoxide AI: Artificial intelligence SVM: Support vector machine CNN: Convolutional neural network LSTM: Long short-term memory EMD: Empirical mode decomposition DWT: Discret wavelet transform SnO 2 : Tin (IV) oxide In 2 O 3 : Indium(III) oxide CdO: Cadmium oxide VOCs: Volatile organic compounds DQN: Deep Q network EEMD: Ensemble empirical mode decomposition STFT: Short-time Fourier transform PDS: Power density spectrum LASSO: Least absolute shrinkage and selection operator SBS: Sequential backward selection GA: Genetic algorithm FBNN: FischerBurmeister: function neural network MLP: multilayer perceptron GTM-TT: Generative topographic mapping through time HCD: High confidence decision References Araujo I, Gamboa J, Silva A (2019) Deep learning models for classification of gases detected by sensor arrays of artificial nose, Anais do XVI Encontro Nacional de Inteligencia Artificial e Computacional Bajcsy R (1998) Active perception

Tobacco companies and e-cigarette manufacturers have until May of this year to submit applications to have their products approved by FDA

There is no fixed standard for this because nicotine can be detected in your hair for weeks or months

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