Theses and Dissertations
This collection includes both ASU Theses and Dissertations, submitted by graduate students, and the Barrett, Honors College theses submitted by undergraduate students.
Displaying 1 - 2 of 2
Filtering by
- All Subjects: Basketball
- Creators: Simonson, Mark
- Creators: Turaga, Pavan
Description
This project explores the potential for the accurate prediction of basketball shooting posture with machine learning (ML) prediction algorithms, using the data collected by an Internet of Things (IoT) based motion capture system. Specifically, this question is addressed in the research - Can I develop an ML model to generalize a decent basketball shot pattern? - by introducing a supervised learning paradigm, where the ML method takes acceleration attributes to predict the basketball shot efficiency. The solution presented in this study considers motion capture devices configuration on the right upper limb with a sole motion sensor made by BNO080 and ESP32 attached on the right wrist, right forearm, and right shoulder, respectively, By observing the rate of speed changing in the shooting movement and comparing their performance, ML models that apply K-Nearest Neighbor, and Decision Tree algorithm, conclude the best range of acceleration that different spots on the arm should implement.
ContributorsLiang, Chengxu (Author) / Ingalls, Todd (Thesis advisor) / Turaga, Pavan (Thesis advisor) / De Luca, Gennaro (Committee member) / Arizona State University (Publisher)
Created2023
Description
The National Basketball Association is a star driven league, more so than any other sports league in the world. Basketball is played with five players on the court at a time, with rotations of eight or nine players being commonplace for most teams. Compared to a sport such as football where there are eleven starters on defense and eleven starters on offense, it makes sense that a single player in basketball will have more impact on the game than a single player in football. Players such as James Harden and LeBron James create top teams in the league that would otherwise be mediocre because of the presence that they bring to the basketball court.
Every owner and general manager of every team in the National Basketball Association desires a superstar that can vault a franchise to the next level. This is easier said than done. There are only a limited number of franchises that can attract stars through free agency, and teams do not often give up their best players through trades. Even when a star does become available through trade, the price to acquire that star is often so steep that the team trading for him fails to improve in the process. While one player can have a huge impact in basketball, it is still necessary to surround that player with players that have a proper skillset. For James Harden and LeBron James to have the most impact on the court, it is best to surround them with good three-point shooters that can give them space to drive to the rim and provide them with the option to pass the ball out to the perimeter.
Every owner and general manager of every team in the National Basketball Association desires a superstar that can vault a franchise to the next level. This is easier said than done. There are only a limited number of franchises that can attract stars through free agency, and teams do not often give up their best players through trades. Even when a star does become available through trade, the price to acquire that star is often so steep that the team trading for him fails to improve in the process. While one player can have a huge impact in basketball, it is still necessary to surround that player with players that have a proper skillset. For James Harden and LeBron James to have the most impact on the court, it is best to surround them with good three-point shooters that can give them space to drive to the rim and provide them with the option to pass the ball out to the perimeter.
ContributorsKnowlton, Bradley Edward (Author) / Simonson, Mark (Thesis director) / Hoffmeister, J (Committee member) / Department of Finance (Contributor) / Barrett, The Honors College (Contributor)
Created2019-05