mlsanityData to 7 Oct 2026

Benchmarking with MIMIC-IV, an irregular, spare clinical time series dataset

arXiv 2401.15290 ↗First posted 27 Jan 2024cs.LGcited by 5

Not on the map. Why?

Abstract (arXiv)

Electronic health record (EHR) is more and more popular, and it comes with applying machine learning solutions to resolve various problems in the domain. This growing research area also raises the need for EHRs accessibility. Medical Information Mart for Intensive Care (MIMIC) dataset is a popular, public, and free EHR dataset in a raw format that has been used in numerous studies. However, despite of its popularity, it is lacking benchmarking work, especially with recent state of the art works in the field of deep learning with time-series tabular data. The aim of this work is to fill this lack by providing a benchmark for latest version of MIMIC dataset, MIMIC-IV. We also give a detailed literature survey about studies that has been already done for MIIMIC-III.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 13 of its 23 references that are in the map. First posted on arXiv 27 Jan 2024.

Builds on

13 of 23 references.

References · 13

  1. 2016XGBoost: A Scalable Tree Boosting Systemcited by 5,120
  2. 2016Recurrent Neural Networks for Multivariate Time Series with Missing Valuescited by 548
  3. 2016Temporal Convolutional Networks for Action Segmentation and Detectioncited by 504
  4. 2017Multitask learning and benchmarking with clinical time series datacited by 287
  5. 2021Multi-Time Attention Networks for Irregularly Sampled Time Seriescited by 234
  6. 2019MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-IIIcited by 121
  7. 2021Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Seriescited by 96
  8. 2022An Extensive Data Processing Pipeline for MIMIC-IVcited by 39
  9. 2023Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classificationcited by 19
  10. 2020Characterizing the Value of Information in Medical Notescited by 12
  11. 2023Clairvoyance: A Pipeline Toolkit for Medical Time Seriescited by 12
  12. 2017Benchmark of Deep Learning Models on Large Healthcare MIMIC Datasetscited by 8
1 more
  1. 2023A Multidatabase ExTRaction PipEline (METRE) for Facile Cross Validation in Critical Care Researchcited by 4

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 3; 2026: 2.

5 papers.

  1. 2025Leveraging MIMIC Datasets for Better Digital Health: A Review on Open Problems, Progress Highlights, and Future Promisescited by 2
  2. 2025SurvBench: A Standardised Preprocessing Pipeline for Multi-Modal Electronic Health Record Survival Analysiscited by 1
  3. 2025Validating Emergency Department Admission Predictions Based on Local Data Through MIMIC-IVcited by 0
  4. 2026Beyond MSE: Rethinking the Evaluation Metric and Benchmarking for Irregular Time Series Forecastingcited by 0
  5. 2026BITS: Rethinking Fair and Comprehensive Evaluation for Irregular Time Series Forecastingcited by 0