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Multivariate Time Series Forecasting datasets

archive 2025-07-28

18 datasets carry the task tag "Multivariate Time Series Forecasting" (the task itself: Multivariate Time Series Forecasting), ordered by the archive's paper count. Page 1 of 1: 18 shown of 18. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Multivariate Time Series Forecasting datasets 1–18 of 18

MuJoCo

MuJoCo (multi-joint dynamics with contact) is a physics engine used to implement environments to benchmark Reinforcement Learning methods.

Environment Multivariate Time Series Forecasting Multivariate Time Series Imputation MuJoCo Reinforcement Learning

1,638 papers · 2 benchmarks

MIMIC-III (The Medical Information Mart for Intensive Care III)

The Medical Information Mart for Intensive Care III (MIMIC-III) dataset is a large, de-identified and publicly-available collection of medical records.

Medical Tabular Multivariate Time Series Forecasting Blood pressure estimation Multi-Label Text Classification Medical Code Prediction Mortality Prediction Length-of-Stay prediction+1 tasks

1,041 papers · 8 benchmarks

ETT (Electricity Transformer Temperature)

The Electricity Transformer Temperature (ETT) is a crucial indicator in the electric power long-term deployment.

Time series Time Series Forecasting Multivariate Time Series Forecasting Time Series GLinear Univariate Time Series Forecasting Multivariate Time Series Forecastingm

321 papers · 20 benchmarks

PeMSD8

This dataset contains the traffic data in San Bernardino from July to August in 2016, with 170 detectors on 8 roads with a time interval of 5 minutes.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

44 papers · 1 benchmark

PeMS04

PeMS04 is a traffic forecasting benchmark.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Fine-Grained Urban Flow Inference Correlated Time Series Forecasting

37 papers · 2 benchmarks

METR-LA

METR-LA is a dataset for traffic prediction.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Multivariate Time Series Imputation Correlated Time Series Forecasting

36 papers · 3 benchmarks

PEMS-BAY

PEMS-BAY is a dataset for traffic prediction.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

34 papers · 2 benchmarks

Electricity (Individual household electric power consumption Data Set)

Abstract: Measurements of electric power consumption in one household with a one-minute sampling rate over a period of almost 4 years.

Time series Time Series Analysis Multivariate Time Series Forecasting GLinear Core set discovery Multivariate Time Series Imputation Correlated Time Series Forecasting+1 tasks

32 papers · 6 benchmarks

Weather (Max-Planck-Institut Weather Dataset for Long-term Time Series Forecasting)

Weather is recorded every 10 minutes for the 2020 whole year, which contains 21 meteorological indicators, such as air temperature, humidity, etc.

Time Series Forecasting Multivariate Time Series Forecasting Time Series GLinear

31 papers · 9 benchmarks

PeMSD7

PeMSD7 is traffic data in District 7 of California consisting of the traffic speed of 228 sensors while the period is from May to June in 2012 (only weekdays) with a time interval of 5 minutes.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

26 papers · 2 benchmarks

PeMS07

PeMS07 is a traffic forecasting benchmark.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

25 papers · 1 benchmark

PhysioNet Challenge 2012

The PhysioNet Challenge 2012 dataset is publicly available and contains the de-identified records of 8000 patients in Intensive Care Units (ICU).

Images Medical Time Series Analysis Time Series Classification Multivariate Time Series Forecasting Imputation Multivariate Time Series Imputation

23 papers · 5 benchmarks

Traffic (Traffic Flow Forecasting Data Set)

Abstract: The task for this dataset is to forecast the spatio-temporal traffic volume based on the historical traffic volume and other features in neighboring locations.

Time series Multivariate Time Series Forecasting GLinear

16 papers · 2 benchmarks

EarthNet2021 (EarthNet2021: Earth Surface Forecasting)

Satellite images are snapshots of the Earth surface.

Time Series Forecasting Multivariate Time Series Forecasting Video Prediction Earth Surface Forecasting Time Series Prediction Video Forensics

10 papers · 4 benchmarks

ExtMarker (3D motion of chest external markers)

Three-dimensional position of external markers placed on the chest and abdomen of healthy individuals breathing during intervals from 73s to 222s.

Medical Time series Time Series Forecasting Multivariate Time Series Forecasting Univariate Time Series Forecasting Time Series Prediction Respiratory motion forecasting

3 papers · 1 benchmark

Data Collected with Package Delivery Quadcopter Drone

This experiment was performed in order to empirically measure the energy use of small, electric Unmanned Aerial Vehicles (UAVs).

Tabular Time series Multivariate Time Series Forecasting Time Series Prediction Model extraction

2 papers · 1 benchmark

Multivariate-Mobility-Paris

The original dataset was provided by Orange telecom in France, which contains anonymized and aggregated human mobility data.

Tabular Tables Time Series Forecasting Multivariate Time Series Forecasting Univariate Time Series Forecasting

2 papers · 0 benchmarks

Beijing Traffic

The Beijing Traffic Dataset collects traffic speeds at 5-minute granularity for 3126 roadway segments in Beijing between 2022/05/12 and 2022/07/25.

Time series Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Time Series Prediction Spatio-Temporal Forecasting

1 paper · 1 benchmark

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.

Multivariate Time Series Forecasting datasets

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

Multivariate Time Series Forecasting datasets 1–18 of 18