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AI-based Data Preparation and Data Analytics in Healthcare: The Case of Diabetes

2022/06/13 by Marianna Maranghi, Aris Anagnostopoulos, Maranghi, Marianna +29
Health Professions · #Artificial Intelligence in Healthcare #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)

paper · pdf · doi:10.48550/arxiv.2206.06182

openalex publication_date 2022/06/13 · openalex created_date 2023/02/13 · openalex updated_date 2026/07/28

Abstract

The Associazione Medici Diabetologi (AMD) collects and manages one of the largest worldwide-available collections of diabetic patient records, also known as the AMD database. This paper presents the initial results of an ongoing project whose focus is the application of Artificial Intelligence and Machine Learning techniques for conceptualizing, cleaning, and analyzing such an important and valuable dataset, with the goal of providing predictive insights to better support diabetologists in their diagnostic and therapeutic choices.

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