Matching Items (4)
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- All Subjects: happiness
- All Subjects: Machine Learning
- Member of: Barrett, The Honors College Thesis/Creative Project Collection
- Member of: Theses and Dissertations
Description
In this project, the use of deep neural networks for the process of selecting actions to execute within an environment to achieve a goal is explored. Scenarios like this are common in crafting based games such as Terraria or Minecraft. Goals in these environments have recursive sub-goal dependencies which form a dependency tree. An agent operating within these environments have access to low amounts of data about the environment before interacting with it, so it is crucial that this agent is able to effectively utilize a tree of dependencies and its environmental surroundings to make judgements about which sub-goals are most efficient to pursue at any point in time. A successful agent aims to minimizes cost when completing a given goal. A deep neural network in combination with Q-learning techniques was employed to act as the agent in this environment. This agent consistently performed better than agents using alternate models (models that used dependency tree heuristics or human-like approaches to make sub-goal oriented choices), with an average performance advantage of 33.86% (with a standard deviation of 14.69%) over the best alternate agent. This shows that machine learning techniques can be consistently employed to make goal-oriented choices within an environment with recursive sub-goal dependencies and low amounts of pre-known information.
ContributorsKoleber, Derek (Author) / Acuna, Ruben (Thesis director) / Bansal, Ajay (Committee member) / W.P. Carey School of Business (Contributor) / Software Engineering (Contributor) / Barrett, The Honors College (Contributor)
Created2018-05
Description
Regardless of religious beliefs, all one has left when they leave this Earth is the meaning the individual has derived from building connections and relationships with other people. I propose whether or not one is able to reach his or her potential and the quality of life that follows is based inherently in the following question: How will you manifest your truth into reality, thus becoming the best at your profession or craft, and spreading your gifts to help the lives of others? The answer to this question, and ultimately the key to leading the best life available is in the equation: vulnerability through playfulness and connection instigates happiness, which results in spreading positivity and facilitating the ability to make fearless decisions that guides one's life as an artist or profession of one's choosing, leading one to their highest potential. This theory applies to everyone and does not discriminate. This is the beginning of a life-long exploration and discovery with these elements as I further my work as an artist, and I will explore these themes from my exposure to the Balinese people and culture, our theatre workshops and experiences there, and through additional inspiration and research. The workshop and clowning in Bali training helped form the theory I have proposed, and further introduced a different approach to acting that I utilize in my own work that incorporates taksu: an achievable state of being that is unanimously understood by the Balinese that influences and shapes how they approach life, work, and each other that I discuss more extensively in my work. I will continue to inquire about how one finds space for imagination and pursuit of taksu without traveling, although traveling is an amazing way to broaden one's scope of perspective. The combination of elements discussed and taksu help create a humanity that is more in touch with inner peace and happiness as a result of spreading both positivity and a positive mindset to others. This in turn, influences and shapes performance and how we approach the craft of acting, while creating emotional truth and integrity within one's craft.
ContributorsSwim, Hannah Grace (Author) / Espinosa, Micha (Thesis director) / de la Garza, Amira (Committee member) / School of Film, Dance and Theatre (Contributor) / W.P. Carey School of Business (Contributor) / Barrett, The Honors College (Contributor)
Created2018-05
Description
The purpose of this thesis is to study the happiest countries in the world and see what factors, laws, and values they have in common. I will be focusing on the Scandinavian countries, as they rank highest according to the World Happiness Report. First, I will research these countries to learn more about their political, economic, educational, legal, and social landscapes. Then I will interview individuals from these countries on their views as well as values and thoughts on their country. Finally, I will compare and analyze this information to come to a conclusion to see if there are similar factors that allow these countries to be ranked so highly in the department of happiness. After reading this the reader can take away ideas of how to improve their happiness as well as new perspectives on other countries.
ContributorsFrasure, Laura S. (Author) / Moore, James (Thesis director) / Siroky, David (Committee member) / W.P. Carey School of Business (Contributor) / Department of Information Systems (Contributor) / Department of Management and Entrepreneurship (Contributor) / Barrett, The Honors College (Contributor)
Created2018-05
Description
Abstract: The Ultimate Fighting Championship or UFC as it is commonly known, was founded in 1993 and has quickly built itself into the world's foremost authority on all things MMA (mixed martial arts) related. With pay-per-view and cable television deals in hand, the UFC has become a huge competitor in the sports market, rivaling the popularity of boxing for almost a decade. As with most other sports, the UFC has seen an influx of various analytics and data science over the past five to seven years. We see this revolution in football with the broadcast first down markers, basketball with tracking player movement, and baseball with locating pitches for strikes and balls, and now the UFC has partnered with statistics company Fightmetric, to provide in-depth statistical analysis of its fights. ESPN has their win probability metrics, and statistical predictive modeling has begun to spread throughout sports. All these stats were made to showcase the information about a fighter that one wouldn't typically know, giving insight into how the fight might go. But, can these fights be predicted? Based off of the research of prior individuals and combining the thought processes of relevant research into other sports leagues, I sought to use the arsenal of statistical analyses done by Fightmetric, along with the official UFC fighter database to answer the question of whether UFC fights could be predicted. Specifically, by using only data that would be known about a fighter prior to stepping into the cage, could I predict with any degree of certainty who was going to win the fight?
ContributorsMoorman, Taylor D. (Author) / Simon, Alan (Thesis director) / Simon, Phil (Committee member) / W.P. Carey School of Business (Contributor) / Department of Information Systems (Contributor) / Department of Management and Entrepreneurship (Contributor) / Barrett, The Honors College (Contributor)
Created2018-05