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In this study, we propose a method to find an optimal combination of hyperparameters to improve the accuracy of respiration pattern recognition in a 1D (Dimensional) convolutional neural network (CNN). ... The proposed method is designed to integrate with a 1D CNN using the harmony search algorithm. ... Harmony Search Algorithm The harmony search (HS) algorithm solves optimization problems based on stochastic theory. ...doi:10.3390/s20133697 pmid:32630344 pmcid:PMC7374394 fatcat:fgvcyg3tdvhnpjcxwiil7qpan4
To be performed by a human(s) (in the case of a musical score), or by a machine (in the case of an audio file). Representation - What are the concepts to be manipulated? ... This typology is bottom-up, based on the analysis of many existing deep-learning based systems for music generation selected from the relevant literature. ... search, exploration is systematic on a small set of values for each hyperparameter; and • model-based optimization -by building a model of the generalization error and running an optimization algorithm ...arXiv:1709.01620v4 fatcat:hma4znleorfpvh62cpupxu4fq4