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- Creators: DiBartolo, Joel
- Status: Published
To gain insight into the state of the industry and current position of independent bookstores, I will first examine the past fifty years of the brick-and-mortar bookstore, followed by a Porter’s Five Forces analysis of the industry threats and a SWOT analysis to compare the strengths and weaknesses of independent bookstores. Next, the patrons of independent bookstores will be discussed with a focus on the two largest consumer groups of Millennials and Baby Boomers, their characteristics, and the opportunities they provide to bookstores. After this there will be an exploration of the competitors to brick-and-mortar bookstores, focusing on Amazon and then touching on some of the other rivals to bookstores’ consumer base. The next section will be an in-depth analysis of a variety of bookstores across the United States, with attention to their successful practices, goals, concerns, and failures. First, there will be a comparison of industry success and failure through case studies of Borders and Powell’s bookstores. Next, there will be a comparison of five beloved independent bookstores across the country to share their varied competitive advantages that are the secret to their success. Finally, there are primary source interviews with the employees of three major Phoenix bookstores, which provide insight into the goals, current projects, attitudes, and inner strengths of these businesses. Finally, the thesis will conclude with a section offering solutions and suggestions for independent bookstores to pursue based on the primary and secondary research discussed above. These recommendations are focused on five key areas:
• Community
• Consumers
• Store Design
• Technology
• Diversification
Ultimately, the information provided by this research and these interviews indicates that while vital business changes are being pursued by independent and chain bookstores across the United States, the independent bookstore shows no signs of disappearing in favor of online vendors or e-readers.
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.
My proposed project is an educational application that will seek to simplify the<br/>process of internalizing the chord symbols most commonly seen by those learning<br/>musical improvisation. The application will operate like a game, encouraging the<br/>user to identify chord tones within time limits and award points for successfully<br/>doing so.
Using two interviews with local Phoenix professional chamber musicians, this document aims to compare their experiences across musical styles to find common ground and understand the value of chamber music as a professional and educational tool.