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Yearly Archives: 2025
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List of Tables
Table 1 Basic Descriptives of the cleveland training data Table 2 Variable descriptives based on heart disease presence Table 3 Correlation Statistic between individual variables and heart disease presence Table 4 Model Results Figure 1
Data Management Plan Overview
Our data management plan ensures the organized, secure, and ethical handling of all project data. We will acquire datasets from the UCI Machine Learning Repository and follow their terms of use. The data will be stored securely on a personal computer. We will document all data processing steps, including cleaning, transformation, and analysis, ensuring transparency […]
Digital References
Sex-Specific and Regional Analysis of Heart Disease Prediction Using Machine Learning Algorithms: Insights from the UCI Irvine Public Heart Disease Datasets (Cleveland and Long Beach)Jonathan AsanjaraniCity University of New York Graduate CenterDATA 79000: Capstone Project and ThesisAdvisor: Johanna DevaneyNovember 25th, 2024 Software and Tools Used Datasets Guidelines and Methodological References Additional Resources for Citing Software […]
A Note on Technical Specifications
This project used Google Collab as the development environment. Google Collab is a cloud-based Python platform providing access to GPUs for accelerated computation. Python (version 3.8) was used in the Google Collab environment, with additional libraries and frameworks included, such as Scikit-learn, XGBoost, Pandas, NumPy, Matplotlib, and Seaborn, as detailed in the References section. The […]
Data Dictionary
Sex-Specific and Regional Analysis of Heart Disease Prediction Using Machine LearningAlgorithms: Insights from the UCI Irvine Public Heart Disease Datasets (Cleveland and LongBeach)Jonathan AsanjaraniCity University of New York Graduate CenterDATA 79000: Capstone Project and ThesisAdvisor: Johanna DevaneySignificant Variables
Digital Manifest
Sex-Specific and Regional Analysis of Heart Disease Prediction Using Machine Learning Algorithms: Insights from the UCI Irvine Public Heart Disease Datasets (Cleveland and Long Beach)Jonathan AsanjaraniCity University of New York Graduate CenterDATA 79000: Capstone Project and ThesisAdvisor: Johanna Devaney Project Components 1. Capstone Report (Print and Digital) 2. Exploratory Data Analysis (EDA) Notebook 3. Machine […]
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