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Research Publications

Mathematical algorithms for environmental health and pediatric diabetes research by Kate D, Senior Researcher & R&D Scientist. Feel free to add any research or suggestions to support such concept

Publication

Novel Mathematical Algorithm Integrating GAN for Constrained Sampling in Pediatric Diabetes Datasets: Detecting Early Traces Amid Environmental Constraints

This repository contains the complete publication including:

  • Abstract and Introduction
  • Literature Review and Comparative Analysis
  • Proposed Mathematical Algorithm (PCC-GAN-EDD)
  • Implementation Code
  • Statistical Model Examples
  • Application and Justification

GitHub Pages Setup

This repository is configured to be hosted on GitHub Pages. To set it up:

  1. Push this repository to GitHub
  2. Go to your repository settings
  3. Navigate to "Pages" in the left sidebar
  4. Under "Source", select "Deploy from a branch"
  5. Choose "main" branch and "/ (root)" folder
  6. Click "Save"

Your publication will be available at: https://yourusername.github.io/research-publications

Files

  • index.html - Main publication page
  • styles.css - Styling for the publication
  • script.js - Interactive functionality
  • README.md - This file

Research Focus

The publication presents a unique hybrid algorithm combining Constrained Pollution-Integrated Sampling Optimization (CPISO) with a novel Generative Adversarial Network (GAN) framework for early diabetes detection in pediatric populations under environmental constraints.

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