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An Expert System For Guitar Sheet Music To Guitar Tablature, Chuanjun He
An Expert System For Guitar Sheet Music To Guitar Tablature, Chuanjun He
Doctoral Dissertations
This project applies analysis, design and implementation of the Optical Music Recognition (OMR) to an expert system for transforming guitar sheet music to guitar tablature. The first part includes image processing and music semantic interpretation to interpret and transform sheet music or printed scores into editable and playable electronic form. Then after importing the electronic form of music into internal data structures, our application uses effective pruning to explore the entire search space to find the best guitar tablature. Also considered are alternate guitar tunings and transposition of the music to improve the resulting tablature.
Deep Machine Learning With Spatio-Temporal Inference, Thomas Paul Karnowski
Deep Machine Learning With Spatio-Temporal Inference, Thomas Paul Karnowski
Doctoral Dissertations
Deep Machine Learning (DML) refers to methods which utilize hierarchies of more than one or two layers of computational elements to achieve learning. DML may draw upon biomemetic models, or may be simply biologically-inspired. Regardless, these architectures seek to employ hierarchical processing as means of mimicking the ability of the human brain to process a myriad of sensory data and make meaningful decisions based on this data. In this dissertation we present a novel DML architecture which is biologically-inspired in that (1) all processing is performed hierarchically; (2) all processing units are identical; and (3) processing captures both spatial and …