Diabetes Prediction

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (31 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Performance Accuration Method of Machine Learning for Diabetes Prediction
  1 May 2020 2 repositories listed
  Machine learning is an application of artificial intelligence (AI) that provides systems the ability to automatically learn and improve from experience without being explicitly programmed.
• Explainable AI through a Democratic Lens: DhondtXAI for Proportional Feature Importance Using the D'Hondt Method
  7 Nov 2024 1 repository listed
  In democratic societies, electoral systems play a crucial role in translating public preferences into political representation.
• Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes Prediction
  23 Apr 2024 1 repository listed
  Diabetes is a worldwide health issue affecting millions of people.
• Community-Based Hierarchical Positive-Unlabeled (PU) Model Fusion for Chronic Disease Prediction
  6 Sep 2023 1 repository listed
  Positive-Unlabeled (PU) Learning is a challenge presented by binary classification problems where there is an abundance of unlabeled data along with a small number of positive data instances, which can be used to…
• HealthEdge: A Machine Learning-Based Smart Healthcare Framework for Prediction of Type 2 Diabetes in an Integrated IoT, Edge, and Cloud Computing System
  25 Jan 2023 1 repository listed
  Diabetes Mellitus has no permanent cure to date and is one of the leading causes of death globally.
• Secure and Privacy-Preserving Automated Machine Learning Operations into End-to-End Integrated IoT-Edge-Artificial Intelligence-Blockchain Monitoring System for Diabetes Mellitus Prediction
  13 Nov 2022 1 repository listed
  Machine learning approaches have been proposed and evaluated in the literature for diabetes prediction.
• Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction
  16 Aug 2021 1 repository listed
  To tackle the above challenges, we employ gradient boosting decision trees (GBDT) to handle data heterogeneity and introduce multi-task learning (MTL) to solve data insufficiency.
• XBNet : An Extremely Boosted Neural Network
  9 Jun 2021 1 repository listed
  Neural networks have proved to be very robust at processing unstructured data like images, text, videos, and audio.