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 application of Toni Morrison’s Beloved as a lens through which one can analyze intergenerational trauma on an individual and communal level results in a blueprint towards a remedial process. The characters and their experiences in her novel are representative of a myriad of ways in which trauma is manifested. I have broken down the concept of intergenerational trauma into the idea that it can be seen as the state where one is both simultaneously “falling” and “fallen” at the same time. Used here, the term “falling” refers to the consistent, individual trauma that one is experiencing. On the other hand, the term “fallen” refers to the trauma that a community as a whole has experienced and internalized. This framework that I establish based off of Beloved is a launching point for the conversation surrounding the topic of remedial actions in relation to intergenerational trauma that resulted from slavery. Using it as a basis of knowledge allows one to truly gather the weight of the situation regarding trauma postbellum. Considering the current climate surrounding any meaningful dialogue, knowledge is one of the most important aspects. Along with the concepts of “falling”/”fallen,” I also coined the term productive memory, which refers to the act of confrontation as well as the remembering of intergenerational trauma. The use of productive memory is imperative in addressing the prior ideas presented regarding intergenerational trauma and the possible pathways to move forward.

This project includes an outline of a prospective fantasy novel whose story is described through chapter summaries, a bit of sample writing, and an accompanying explanatory essay that acts as the novel's afterword. It follows the story of Hikari Hinata, a princess of a fictional nation in which gods and fate rule the lives of mortals. Her tale is a representative one--it seeks to call to mind the experiences of second-generation Asian Americans through its characterization, plot, and background inspirations. Two key concepts it focuses on are intergenerational trauma and combining that with ancient world mythologies, in a way that breathes new life into past narratives and explores modern-age experiences.

Descendants of Vietnamese, Laotian, and Cambodian refugees have been impacted by intergenerational trauma as a result of their parent’s trauma from being refugees from the Vietnam War, Secret War, and the Khmer Rouge in the 1970s and 1980s. There are limited studies evaluating the impacts of intergenerational trauma on adult descendants in Southeast Asian (SEA) refugee families. To address this research gap, a quantitative survey was conducted with adult descendants who are 18 years old or older to examine if intergenerational trauma is associated with depressive symptoms among adult Vietnamese, Laotian, and Cambodian Americans whose parents came to the United States as refugees. To recruit participants, both purposive and snowball sampling was used. A total of 66 participants responded to the online survey. The survey consisted of multiple measures that analyzed the relationship between intergenerational trauma and depressive symptoms, including perceived parental trauma, intergenerational/intercultural conflict, acculturation, social support, and demographic characteristics. Statistical analysis was conducted through descriptive statistics and bivariate correlation analysis. Results indicated that intergenerational trauma was not associated with depressive symptoms. However, depressive symptoms were associated with intergenerational/intercultural conflict (r = 0.421, p < .01) and social support (r = -0.383, p < .01). It is possible that acculturation differences between descendants and parents are connected to intergenerational/intercultural conflict and depressive symptoms while social support allows the descendants to feel connected with others, which can reduce depressive symptoms. Culturally adapted family interventions, education, culturally sensitive therapy, and community spaces are possible solutions to addressing depressive symptoms among SEA adult descendants.

Many people are familiar with the practice of parents, step-parents, or other caregivers continuing the abuse they experienced as a child unto children they are taking care of, but are unable to name this experience or explain how it continues. To those who are victims to this phenomenon, it is a struggle to comprehend what is occurring without a basic understanding. Through a comprehensive literature review compiling empirical and non-empirical resources, the phenomenon labeled as “intergenerational transmission of abuse” is defined and risk factors are explained for victims coming to terms with this experience.