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.

The distinctions between the neural resources supporting speech and music comprehension have long been studied using contexts like aphasia and amusia, and neuroimaging in control subjects. While many models have emerged to describe the different networks uniquely recruited in response to speech and music stimuli, there are still many questions, especially regarding left-hemispheric strokes that disrupt typical speech-processing brain networks, and how musical training might affect the brain networks recruited for speech after a stroke. Thus, our study aims to explore some questions related to the above topics. We collected task-based functional MRI data from 12 subjects who previously experienced a left-hemispheric stroke. Subjects listened to blocks of spoken sentences and novel piano melodies during scanning to examine the differences in brain activations in response to speech and music. We hypothesized that speech stimuli would activate right frontal regions, and music stimuli would activate the right superior temporal regions more than speech (both findings not seen in previous studies of control subjects), as a result of functional changes in the brain, following the left-hemispheric stroke and particularly the loss of functionality in the left temporal lobe. We also hypothesized that the music stimuli would cause a stronger activation in right temporal cortex for participants who have had musical training than those who have not. Our results indicate that speech stimuli compared to rest activated the anterior superior temporal gyrus bilaterally and activated the right inferior frontal lobe. Music stimuli compared to rest did not activate the brain bilaterally, but rather only activated the right middle temporal gyrus. When the group analysis was performed with music experience as a covariate, we found that musical training did not affect activations to music stimuli specifically, but there was greater right hemisphere activation in several regions in response to speech stimuli as a function of more years of musical training. The results of the study agree with our hypotheses regarding the functional changes in the brain, but they conflict with our hypothesis about musical expertise. Overall, the study has generated interesting starting points for further explorations of how musical neural resources may be recruited for speech processing after damage to typical language networks.

One obstacle which children with autism spectrum disorders (ASDs) face when learning in a public-school environment is the lack of feeling included when learning. In this study, the term inclusion refers to time that children with ASDs spend in general education settings, interacting and/or engaging with neurotypical students and teachers. Inclusion can help students with ASDs improve their social skills, as well as academic achievement, mental health, and future success (Camargo et al., 2014). Since children with ASDs often have difficulties with social interaction skills, this can prevent their successful inclusion in general education placements. Music is a type of behaviorally-based intervention, which has proven to be effective in helping students develop the skills necessary to be successfully included, and because it is a type of activity which can serve as a bit of a distraction from the social aspect of the interaction, it can help children practice social skills and interact in a comfortable way. This study examines how music is used in public school settings to help foster the skills necessary for autistic children to be involved in standard school curriculums in order to allow them to receive the full benefits from learning in a general education setting. This study was conducted by reviewing past literature on the benefits of inclusion in special education, the benefits of music for children with ASDs, and the difference in efficacy of music interventions when conducted in an inclusive setting. Interviews with special education teachers, music educators, and music therapists were also conducted to address examples of the impact of music in this research area. The study found that music is beneficial in allowing more students to be included in standard school curriculums, and data showed the trend that inclusion positively affected their social and academic development.

Jane Austen’s depictions of musical performers and listeners in her novels suggest her belief that musical performances should strengthen intimacy between people, both between listeners and performers as well as among listeners. Austen commends music for its power to increase intimacy through honest expressions of taste, which more often arise in private performances, but she warns against its power to decrease intimacy through pretentious displays of taste, which more often arise in public performances. Austen’s belief that music allows for this healthy intimacy indicates that music has great significance in society. Austen suggests that music has a greater importance to everyday life than many may originally suppose, as it is a universal connection between people. Ultimately, Jane Austen’s perspective of music’s great power both to expose pretentiousness and to cultivate intimacy should lead all of her readers to recognize and respect music’s true power and to consider seriously the importance and role of music in their own lives.

Music can be an incredibly powerful tool, and in an age where technology allows us to connect with those that don’t live near us, finding ways to use music to encourage that bonding can be incredibly beneficial. Particularly, in a global pandemic such as COVID-19, finding ways to connect with others remotely is more important than ever. In this study, I will be looking at how one artist in particular, Tessa Violet, manages to continue to not only grow her community, but also encourage her community to bond with each other. She achieves this by finding various ways, unique to her and her branding, that allows her community to connect with each other. By using her platform to give scavenger hunts to her fanbase, promoting and fostering community growth through various platforms, and livestreaming in ways unique to her style, she is able to connect her audience with each other. By engaging and observing these various actions on her part, I am able to see and experience this community bonding myself. I also look at ways this might be able to expanded to other artists and their communities as well. The hope is that the internet and social media can be just another form of music encouraging people to connect with one another.