2002 · 37 citations · 2 references
HumanitiesComputer ScienceMachine LearningMusic AnalysisMusic PsychologyClassificationComputational MusicologyDeep LearningMusic AcousticsMusic PerceptionMusic TechnologyMachine Learning For MusicMusic ClassificationMusic Representation LearningMusical Pattern RecognitionNeural Network ClassificationNeural Network Modeling
We can easily tell which type of music, like pop or classic, is played after listening to a few seconds of the music. But when looking at signal representation of the music, no clear difference can be seen. We propose a new approach to recognize the music type, using a multi-layer neural network as the decision making system. The presented model for classifying two types of music showed 100% success with a simple model based on a neural network.
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Accelerating the convergence of the back-propagation method
Thomas P. Vogl, J. K. Mangis, A. K. Rigler et al. · Biological Cybernetics · 1988 · 1.1K citations