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SotA/Time Series/Time Series Analysis

Time Series Analysis

251 benchmarks6748 papers

Time Series Analysis is a statistical technique used to analyze and model time-based data. It is used in various fields such as finance, economics, and engineering to analyze patterns and trends in data over time. The goal of time series analysis is to identify the underlying patterns, trends, and seasonality in the data, and to use this information to make informed predictions about future values.

<span style="color:grey; opacity: 0.6">( Image credit: Autoregressive CNNs for Asynchronous Time Series )</span>

Benchmarks

Time Series Analysis on ETTh1 (336) Multivariate

MSEMAE

Time Series Analysis on ETTh1 (720) Multivariate

MSEMAEMSE

Time Series Analysis on ETTh2 (720) Multivariate

MSEMAE

Time Series Analysis on ETTh1 (192) Multivariate

MSEMAE

Time Series Analysis on ETTh2 (336) Multivariate

MSEMAE

Time Series Analysis on ETTh1 (96) Multivariate

MSEMAE

Time Series Analysis on ETTh2 (192) Multivariate

MSEMAE

Time Series Analysis on ETTh2 (96) Multivariate

MSEMAE

Time Series Analysis on UCR Anomaly Archive

accuracy

Time Series Analysis on USNA-Cn2 (short-duration)

RMSE

Time Series Analysis on Weather (192)

MSEMAEAccuracyMSE

Time Series Analysis on ETTh1 (720) Univariate

MSEMAE

Time Series Analysis on Electricity

RRSEMSE FLOPs(M)Parameters(K)

Time Series Analysis on Electricity (96)

MSEMAE

Time Series Analysis on MLO-Cn2

RMSE

Time Series Analysis on Weather (96)

MSEMAE

Time Series Analysis on ETTh2 (720) Univariate

MSEMAE

Time Series Analysis on Weather (336)

MSEMAEAccuracy

Time Series Analysis on Weather (720)

MSEMAEAccuracyMSE

Time Series Analysis on ETTh1 (336) Univariate

MSEMAE

Time Series Analysis on ETTh2 (336) Univariate

MSEMAE

Time Series Analysis on Electricity (336)

MSEMAE

Time Series Analysis on ETTm1 (192) Multivariate

MSEMAEAccuracy

Time Series Analysis on ETTm1 (96) Multivariate

MSEMAE

Time Series Analysis on ETTm2 (96) Multivariate

MSEMAE

Time Series Analysis on Electricity (192)

MSEMAE

Time Series Analysis on USNA-Cn2 (long-term)

RMSE

Time Series Analysis on ETTm1 (336) Multivariate

MSEMAE

Time Series Analysis on ETTm1 (720) Multivariate

MSEMAE

Time Series Analysis on ETTm2 (192) Multivariate

MSEMAEMSE

Time Series Analysis on ETTm2 (336) Multivariate

MSEMAE

Time Series Analysis on ETTm2 (720) Multivariate

MSEMAE

Time Series Analysis on Electricity (720)

MSEMAE

Time Series Analysis on USHCN-Daily

MSE

Time Series Analysis on PeMSD7

9 steps MAE

Time Series Analysis on PhysioNet Challenge 2012

F1mse (10^-3)MSE stdev

Time Series Analysis on ETTh1 (24) Multivariate

MSEMAE

Time Series Analysis on ETTh1 (96) Univariate

MSEMAE

Time Series Analysis on ETTh2 (192) Univariate

MSEMAE

Time Series Analysis on ETTh2 (96) Univariate

MSEMAE

Time Series Analysis on MuJoCo

MSE (10^-2, 50% missing)

Time Series Analysis on ETTh1 (192) Univariate

MSEMAE

Time Series Analysis on ETTh1 (24) Univariate

MAEMSE

Time Series Analysis on ETTh2 (24) Univariate

MAEMSE

Time Series Analysis on Speech Commands

% Test Accuracy% Test Accuracy (Raw Data)

Time Series Analysis on VISUELLE

MAEWAPE

Time Series Analysis on ETTh1 (168) Multivariate

MSEMAE

Time Series Analysis on ETTh1 (168) Univariate

MSEMAE

Time Series Analysis on ETTh1 (48) Multivariate

MSEMAEMSE

Time Series Analysis on ETTh1 (48) Univariate

MSEMAE

Time Series Analysis on ETTh2 (168) Multivariate

MSEMAE

Time Series Analysis on ETTh2 (168) Univariate

MSEMAE

Time Series Analysis on ETTh2 (24) Multivariate

MSEMAE

Time Series Analysis on ETTh2 (48) Multivariate

MSEMAE

Time Series Analysis on ETTh2 (48) Univariate

MSEMAE

Time Series Analysis on Traffic (192)

MSEMAEMSE

Time Series Analysis on Traffic (336)

MSEMAEMSE

Time Series Analysis on Traffic (720)

MSEMAEMSE

Time Series Analysis on Traffic (96)

MSEMAEMSE

Time Series Analysis on eICU Collaborative Research Database

NMI (physiology_6_hours)NMI (physiology_24_hours)NMI (physiology_12_hours)

Time Series Analysis on BPI challenge '12

Accuracy

Time Series Analysis on ETTh1 (48)

MSE

Time Series Analysis on ETTh1 (96)

MAEMSE

Time Series Analysis on Extreme Events > Natural Disasters > Hurricane

RMSE

Time Series Analysis on Helpdesk

Accuracy

Time Series Analysis on MIMIC-III

NegLLMSE

Time Series Analysis on Traffic

MSE

Time Series Analysis on Weather

MSEMAEMSE

Time Series Analysis on Weather2K1786 (192)

MSE

Time Series Analysis on Weather2K1786 (720)

MSE

Time Series Analysis on Weather2K1786 (96)

MSE

Time Series Analysis on Weather2K850 (96)

MSE

Time Series Analysis on AEP

12 steps MAPE12 steps RMSEMAPE (%)RMSE

Time Series Analysis on Consumer Spendings

RMSE

Time Series Analysis on Data Collected with Package Delivery Quadcopter Drone

Average mean absolute error

Time Series Analysis on ETTh1

MAEMSE

Time Series Analysis on ETTh1 (192)

MSE

Time Series Analysis on ETTh1 (24)

MSE

Time Series Analysis on ETTh1 (336)

MSE

Time Series Analysis on Exchange (192)

MAEMSE

Time Series Analysis on Exchange (336)

MAEMSE

Time Series Analysis on Exchange (720)

MAEMSE

Time Series Analysis on Exchange (96)

MAEMSE

Time Series Analysis on ExtMarker

JitterMAEMaximum errorRMSEnormalized RMSE

Time Series Analysis on FinSen

Mean MSE

Time Series Analysis on Illness (24)

MAEMSE

Time Series Analysis on Illness (36)

MAEMSE

Time Series Analysis on Illness (48)

MAEMSE

Time Series Analysis on Illness (60)

AccuracyMSE

Time Series Analysis on Internet Traffic dataset (A5M)

CRPSKLD

Time Series Analysis on KPI

AUPRF1 ScoreRecallprecision

Time Series Analysis on Korea Composite Stock Price Index

MAPE

Time Series Analysis on Lorenz dataset

CRPSKLD

Time Series Analysis on METR-LA

FLOPs(M)MAE @ 12 stepParameters(K)RMSE @ 12 stepMAPE @ 12 step

Time Series Analysis on MSL

AUPRF1 ScoreRecallprecision

Time Series Analysis on Mackey-Glass dataset

CRPSKLD

Time Series Analysis on PEMS-BAY

FLOPs(M)MAE @ 12 stepMAPE @ 12 stepParameters(K)RMSE @ 12 step

Time Series Analysis on SMAP

AUPRF1 ScoreRecallprecision

Time Series Analysis on SMD

AUPRF1 scoreRecallprecision

Time Series Analysis on SWaT

AUPRF1 ScoreRecallprecision

Time Series Analysis on Solar (192)

MAEMSE

Time Series Analysis on Solar (336)

MAEMSE

Time Series Analysis on Solar (720)

MAEMSE

Time Series Analysis on Solar (96)

MAEMSE

Time Series Analysis on Solar-Power

RRSEFLOPs(M)Parameters(K)

Time Series Analysis on Sunspot

RMSE

Time Series Analysis on VISUELLE2.0

MAE

Time Series Analysis on Ventilator Pressure Prediction

MAE

Time Series Analysis on WADI

AUPRF1 ScoreRecallprecision

Time Series Analysis on WHO-COVID19 Dataset

KS-GoF

Time Series Analysis on Weather2K114 (192)

MSE

Time Series Analysis on Weather2K114 (336)

MSE

Time Series Analysis on Weather2K114 (720)

MSE

Time Series Analysis on Weather2K114 (96)

MSE

Time Series Analysis on Weather2K1786 (336)

MSE

Time Series Analysis on Weather2K79 (192)

MSE

Time Series Analysis on Weather2K79 (336)

MSE

Time Series Analysis on Weather2K79 (720)

MSE

Time Series Analysis on Weather2K79 (96)

MSE

Time Series Analysis on Weather2K850 (192)

MSE

Time Series Analysis on Weather2K850 (336)

MSE

Time Series Analysis on Weather2K850 (720)

MSE

Time Series Analysis on Yahoo A1

AUPRF1 Scoreprecision

Time Series Analysis on Equilibrium-Traffic-Networks/Eastern Massachusetts

MAPE (%)