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Multivariate classification prediction | Matlab based on TSOA-CNN-GRU-Attention transit optimization convolutional neural network combined with gated recurrent unit fusion attention mechanism for data classification prediction. In 2023, the new algorithm TSOA-CNN-GRU-Attention transits optimized convolutional neural network combined with gated recurrent unit fusion attention mechanism for data classification prediction. MATLAB program requires MATLAB version 2023 and above. Multi-line variable feature input optimizes the learning rate, convolution kernel size, and number of neurons, etc., which facilitates the addition of dimensions to optimize other parameters. Since the optimization time is related to the maximum number of iterations, in order to develop