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Prediction of diabetes and its various complications has been studied in a number of settings, but a comprehensive overview of problem setting for diabetes prediction and care management has not been addressed in the literature. In this…

The global prevalence of diabetes, particularly type 2 diabetes mellitus (T2DM), is rapidly increasing, posing significant health and economic challenges. T2DM not only disrupts blood glucose regulation but also damages vital organs such as…

机器学习 · 计算机科学 2025-06-09 Praveen Kumar , Vincent T. Metzger , Scott A. Malec

This study introduces a novel approach for early Type 2 Diabetes Mellitus (T2DM) risk prediction using a tabular transformer (TabTrans) architecture to analyze longitudinal patient data. By processing patients` longitudinal health records…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Sulaiman Khan , Md. Rafiul Biswas , Zubair Shah

Complication risk profiling is a key challenge in the healthcare domain due to the complex interaction between heterogeneous entities (e.g., visit, disease, medication) in clinical data. With the availability of real-world clinical data…

机器学习 · 计算机科学 2021-09-28 Thai-Hoang Pham , Changchang Yin , Laxmi Mehta , Xueru Zhang , Ping Zhang

The rising prevalence of type 2 diabetes mellitus (T2DM) necessitates the development of predictive models for T2DM risk assessment. Artificial intelligence (AI) models are being extensively used for this purpose, but a comprehensive review…

机器学习 · 计算机科学 2023-05-29 Farida Mohsen , Hamada R. H. Al-Absi , Noha A. Yousri , Nady El Hajj , Zubair Shah

Early diagnosis of Type 2 Diabetes Mellitus (T2DM) is crucial to enable timely therapeutic interventions and lifestyle modifications. As the time available for clinical office visits shortens and medical imaging data become more widely…

Precise and timely forecasting of blood glucose levels is essential for effective diabetes management. While extensive research has been conducted on Type 1 diabetes mellitus, Type 2 diabetes mellitus (T2DM) presents unique challenges due…

计算工程、金融与科学 · 计算机科学 2024-09-12 Yuyang Sun , Panagiotis Kosmas

With the increasing availability of wearable devices, continuous monitoring of individuals' physiological and behavioral patterns has become significantly more accessible. Access to these continuous patterns about individuals' statuses…

Designing proper treatment plans to manage diabetes requires health practitioners to pay heed to the individuals remaining life along with the comorbidities affecting them. Older adults with Type 2 Diabetes Mellitus (T2DM) are prone to…

机器学习 · 计算机科学 2024-02-20 Ruchika Desure , Gutha Jaya Krishna

The goal of this paper is to propose a new mathematical model for the combined effect of different treatments and lifestyles on the glucose-insulin dynamics of Type 2 diabetes (T2D) patients. The model gives the possibility to take into…

系统与控制 · 电气工程与系统科学 2023-01-11 Mohamad Al Ahdab , John Leth , Torben Knudsen , Peter Vestergaard , Henrik Clausen

Despite the well-acknowledged benefits of physical activity for type 2 diabetes (T2D) prevention, the literature surprisingly lacks validated models able to predict the long-term benefits of exercise on T2D progression and support…

系统与控制 · 电气工程与系统科学 2024-04-24 Pierluigi Francesco De Paola , Alessandro Borri , Fabrizio Dabbene , Karim Keshavjee , Pasquale Palumbo , Alessia Paglialonga

Objective. Type 2 diabetes mellitus (T2DM) is a highly prevalent non-communicable chronic disease that substantially reduces life expectancy. Accurate estimation of all-cause mortality risk in T2DM patients is crucial for personalizing and…

We describe a strategy for the acquisition of training data necessary to build a social-media-driven early detection system for individuals at risk for (preventable) type 2 diabetes mellitus (T2DM). The strategy uses a game-like quiz with…

计算与语言 · 计算机科学 2016-03-15 Dane Bell , Daniel Fried , Luwen Huangfu , Mihai Surdeanu , Stephen Kobourov

Comorbid chronic conditions are common among people with type 2 diabetes. We developed an Artificial Intelligence algorithm, based on Reinforcement Learning (RL), for personalized diabetes and multi-morbidity management with strong…

计算机与社会 · 计算机科学 2020-11-05 Hua Zheng , Ilya O. Ryzhov , Wei Xie , Judy Zhong

Approving and assessing new drugs is complex because multiple criteria must be considered simultaneously. A common approach is benefit-risk analysis, often conducted within a Bayesian framework to account for uncertainty and combine data…

统计方法学 · 统计学 2026-05-05 Konstantinos Vamvourellis , Konstantinos Kalogeropoulos , Lawrence Phillips

Type 2 Diabetes Mellitus (T2DM) remains a global health challenge, underscoring the need for early and accurate risk prediction. This study presents ECG-DiaNet, a multimodal deep learning model that integrates electrocardiogram (ECG)…

机器学习 · 计算机科学 2025-04-09 Farida Mohsen , Zubair Shah

Diabetes, especially T2DM, continues to be a significant health problem. One of the major concerns associated with diabetes is the development of its complications. Diabetic nephropathy, one of the chronic complication of diabetes,…

Type 2 diabetes mellitus (T2DM) is one of the most common diseases and a leading cause of death. The problem of early diagnosis of T2DM is challenging and necessary to prevent serious complications. This study proposes a novel neural…

机器学习 · 计算机科学 2023-01-20 Tayyab Nasir , Muhammad Kamran Malik

Background: Type 2 diabetes mellitus (T2DM) is increasingly recognised as a systemic disease characterised by coordinated dysfunction across metabolic, renal, lipid, and inflammatory pathways. Existing clinical assessments often fail to…

机器学习 · 计算机科学 2026-05-26 Mini Han Wang , Liting Huang , Wei Hong , Boonthawan Wingwon

Automated learning of patients demographics can be seen as multi-label problem where a patient model is based on different race and gender groups. The resulting model can be further integrated into Privacy-Preserving Data Mining, where it…

机器学习 · 计算机科学 2015-03-27 Naveen Kumar Parachur Cotha , Marina Sokolova
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