Gluformer: Transformer-Based Personalized Glucose Forecasting with
Uncertainty Quantification

Gluformer: Transformer-Based Personalized Glucose Forecasting with Uncertainty Quantification

9 September 2022

Renat Sergazinov

Mohammadreza Armandpour

Papers citing "Gluformer: Transformer-Based Personalized Glucose Forecasting with Uncertainty Quantification"

8 / 8 papers shown

Title
AttenGluco: Multimodal Transformer-Based Blood Glucose Forecasting on AI-READI Dataset Ebrahim Farahmand Reza Rahimi Azghan Nooshin Taheri Chatrudi Eric Kim Gautham Krishna Gudur Edison Thomaz Giulia Pedrielli Pavan Turaga Hassan Ghasemzadeh 77 3 0 14 Feb 2025
GlucoBench: Curated List of Continuous Glucose Monitoring Datasets with Prediction Benchmarks Renat Sergazinov Elizabeth Chun Valeriya Rogovchenko Nathaniel Fernandes Nicholas Kasman I. Gaynanova AI4TS 29 3 0 08 Oct 2024
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry AI4TS 37 1 0 29 Jul 2024
Privacy Preserved Blood Glucose Level Cross-Prediction: An Asynchronous Decentralized Federated Learning Approach Chengzhe Piao Taiyu Zhu Yu Wang S. Baldeweg Paul Taylor Pantelis Georgiou Jiahao Sun Jun Wang Kezhi Li FedML 26 0 0 21 Jun 2024
Generating Personalized Insulin Treatments Strategies with Deep Conditional Generative Time Series Models Manuel Schürch Xiang Li Ahmed Allam Giulia Rathmes Amina Mollaysa Claudia Cavelti-Weder Michael Krauthammer AI4TS 24 4 0 28 Sep 2023
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,885 0 14 Dec 2020
Deep Multi-Output Forecasting: Learning to Accurately Predict Blood Glucose Trajectories Ian Fox Lynn Ang M. Jaiswal R. Pop-Busui Jenna Wiens OOD AI4TS 62 78 0 14 Jun 2018
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015