We attempted to apply a novel approach to stock market predictions. The Logistic Regression machine learning algorithm (Joseph Berkson) was applied to analyze news article headlines as represented by a bag-of-words (tri-gram and single-gram) representation in an attempt to predict the trends of stock prices based on the Dow Jones Industrial Average. The results showed that a tri-gram bag led to a 49% trend accuracy, a 1% increase when compared to the single-gram representation’s accuracy of 48%.

The field of veterinary medicine can be rewarding, but also very demanding. Research has shown that many practicing veterinarians struggle with mental illness, and the profession has one of the highest suicide rates in the United States. Research has also shown that many veterinary students struggle with mental illness. It is important to further research the mental health of veterinary students and how that can correlate with one's mental health as a practicing veterinarian. The purpose of this project is to summarize findings of the literature concerning the mental health of veterinary students and to present a new resource, the Wisdom Vet app, that can potentially support the well-being of veterinary students.

This is a collection of short stories surrounding the life of a person whose heart is broken. It documents the experiences of a range of people: a therapist in a psychiatric ward, a desperate housewife, a haggard professor, a famous composer, in various locations from New York City, to the deserts of the Southwest, to the calm of coastal California. It is an attempt to show the impact of grief and loss on the human heart and mind, and how the psychological impact of such a tragedy can seep into the lives of countless others, so interconnected is our presence on this planet. This is a book about pain, life, and love. Most of all, it is a book about memory, that illusory thing which taunts and tempts us all. I hope only that this work makes the reader feel in communion with the characters, so that they may sense what they - and ostensibly, the author - feel in their hearts and minds.