M.S. Applied Data Science - Capstone Chronicles 2025
Table of Contents Spring 2025 Early Detection of High-Risk Product Recalls: A Comparative Study of Multiclass Classification Approaches ……………………………………………………………………………………………. 5 Lorena Dorado, Parisa Kamizi Summer 2025 From Game Theory to Goal Theory: A Shapley Value Approach to Tactical Intelligence in Elite Soccer …………………………………………………………………………………………………………….…… 48 Mauricio Espinoza Acevedo, Maria Mora Mora, Gabriel Mancillas Gallardo Spatial-Temporal and Predictive Modeling of Chemical Contaminant Exceedances in California Public Water Systems …………………………………………………………………………………… 73 Tarane Javaherpour, Davood Aein A Predictive Model to Strengthen Retention in Government Agencies: Sentiment Factors Driving Employee Exits Using A Predictive Model Approach Segment Risk Level ……………………………………………………………………………………………………… 95 Sophia Jensen, Duy Nguyen Analyzing YouTube Trends Using Metadata and NLP ……………………………………....………………………. 113 Jose Guarneros, Tysir Shehadey Deep Learning Based Plant Identification for Automated Agricultural Weed Control …………………… 126 Edgar Rosales, Marinela Inguito, Bobby Marriott Predicting Metabolic Syndrome Risk: The Role of Lifestyle and Medication in NHANES Data ………………………………………………………………………………………………..…………. 152 Patricio Martinez Fall 2024 Mapping Education & Disability Inequities in Poverty Across Illinois Communities …….………………. 176 Madeline Chang, Matt Ammirati, Gabriel Duffy Developing a Simplified Early Warning System for Predicting Graduation Outcomes in California Public Schools …………………………………………………………………………………………. 190 Jun Clemente, Tanya Ortega, Amayrani Balbuena Mapping the Market: Uncovering Brand Alliances from Consumer Cross-Shopping Networks ……………………………………………………………………………………………………………………. 208 Christian Lee, Nolan Peters Machine Learning for IoT Intrusion Detection: A Realistic Evaluation of the CIC-IoT2023 Dataset .…………………………………………………………………………………………………. 238 Graham Ward, Anahit Shekikyan, Gerard Corrales Fernandez
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