Filtering by
- Creators: Barrett, The Honors College
- Creators: Goodrich, Andrew
The purpose of this project is to create a useful tool for musicians that utilizes the harmonic content of their playing to recommend new, relevant chords to play. This is done by training various Long Short-Term Memory (LSTM) Recurrent Neural Networks (RNNs) on the lead sheets of 100 different jazz standards. A total of 200 unique datasets were produced and tested, resulting in the prediction of nearly 51 million chords. A note-prediction accuracy of 82.1% and a chord-prediction accuracy of 34.5% were achieved across all datasets. Methods of data representation that were rooted in valid music theory frameworks were found to increase the efficacy of harmonic prediction by up to 6%. Optimal LSTM input sizes were also determined for each method of data representation.
This project offers an argument that isolates several major forces that it contends pose a critical threat to the endurance of modern American democracy. It evaluates modern and classic political philosophy to identify the prerequisites for a stable democracy, identifying and defining voter education and participation as necessary contributors to civic engagement. It provides a socio-legal framework for evaluating four phenomena that have shifted in their impact on politics over the past 20 years: the roles of money and media in politics, as well as disenfranchisement by gerrymandering and by felon voting restrictions. It demonstrates how each has a new and worsening impact on voter education and/or participation, thus threatening the continued existence of modern American democracy.
This project offers an argument that isolates several major forces that it contends pose a critical threat to the endurance of modern American democracy. It evaluates modern and classic political philosophy to identify the prerequisites for a stable democracy, identifying and defining voter education and participation as necessary contributors to civic engagement. It provides a socio-legal framework for evaluating four phenomena that have shifted in their impact on politics over the past 20 years: the roles of money and media in politics, as well as disenfranchisement by gerrymandering and by felon voting restrictions. It demonstrates how each has a new and worsening impact on voter education and/or participation, thus threatening the continued existence of modern American democracy.
This project offers an argument that isolates several major forces that it contends pose a critical threat to the endurance of modern American democracy. It evaluates modern and classic political philosophy to identify the prerequisites for a stable democracy, identifying and defining voter education and participation as necessary contributors to civic engagement. It provides a socio-legal framework for evaluating four phenomena that have shifted in their impact on politics over the past 20 years: the roles of money and media in politics, as well as disenfranchisement by gerrymandering and by felon voting restrictions. It demonstrates how each has a new and worsening impact on voter education and/or participation, thus threatening the continued existence of modern American democracy.