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Prévision des séries temporelles
Prédiction des valeurs futures des données de série chronologique sur la base d'observations historiques, utilisée en finance, météorologie, énergie et prévisions de demande.
Classement
100 modèles au total
Benchmarks
Weather
ETTh1
ETTh2
ETTm1
ETTm2
Traffic
Electricity
Exchange
ECL
ETTh1 (336) Multivariate
D-PAD
Solar
PEMS08
PeMS04
E-Commerce Dataset
RH Dataset
PeMS07
PeMS03
PeMS-Bay
SMP Test Split
Solar-Energy
Herrmann et al. AF dataset
NIJ
ILI
METR-LA
Astock
SRL
ETTh1 (720) Multivariate
BLW-TrafficDS
ETTh2 (336) Multivariate
PatchMixer
ETTh2 (720) Multivariate
PatchMixer
SynthDS
ETTh1 (192) Multivariate
HK
ETTh1 (720) Univariate
AutoCon
ETTh2 (192) Multivariate
PatchMixer
ETTh2 (96) Multivariate
SD
Warsaw
ETTh1 (96) Multivariate
ETTh2 (720) Univariate
Informer
USNA-Cn2 (short-duration)
Offshore Macro Meteorological
ETTh1 (336) Univariate
SegRNN
ETTh2 (336) Univariate
Informer
KnowAir
LargeST-SD
China Province
Europe Country
PURE
USNA-Cn2 (long-term)
China City
ETT
LargeST
TaxiBJ-P1
UrbanEV
USHCN
Warsaw and NIJ
BIKE-NYC
Global Temp
Illness
MIMIC
MLO-Cn2
PEMS-03
PEMS-04
PEMS-07
PEMS-08
PhysioNet
PhysioNet Challenge 2012
Solar Energy
TAXI-NYC
WeatherBench
APS
D1
ETTh1 (96) Univariate
NLinear
ETTh2 (192) Univariate
PatchMixer
ETTh2 (96) Univariate
Human Activity
MIMIC-III
MultiTHUMOS
New tasks
Old tasks
StackOverflow
TaxiBJ
Time-MMD
TTE-A&O
GCT-TTE
Twitter
Weather (192)
SegRNN
Weather (336)
Weather (720)
SegRNN
Weather (96)
Weibo
WTH
AgeDB-DIR
Assist09
Assist12
Breakfast
COHFACE
Ednet
EPIC-KITCHENS
EPIC-KITCHENS-100
ETTh1 (192) Univariate
ETTh1 (24) Multivariate
SCINet
ETTh1 (24) Univariate
ETTh2 (24) Univariate
ETTm1 (192) Multivariate
ETTm1 (336) Multivariate
ETTm1 (720) Multivariate
ETTm1 (96) Multivariate
ETTm2 (192) Multivariate
ETTm2 (336) Multivariate
LTBoost (drop_last=false)
ETTm2 (720) Multivariate
LTBoost (drop_last=false)
ETTm2 (96) Multivariate
IMDB-WIKI-DIR
MMPD
Moving MNIST
PeMSD8
Retweet
Spanish
Taobao
UBFC
VISUELLE
GTM-Transformer
Air Quality
AIR-Stream
BP4D+
CA
CF
Demand-SH
Electricity (96)
CycleNet
ETTh1 (168) Multivariate
ETTh1 (168) Univariate
ETTh1 (48) Multivariate
ETTh1 (48) Univariate
ETTh2 (168) Multivariate
ETTh2 (168) Univariate
ETTh2 (24) Multivariate
ETTh2 (48) Multivariate
ETTh2 (48) Univariate
SCINet
GKW simulations
Global Wind
KTH
Mass-Spring-Damper
MMNIST
NJ
PEMS-Stream
PeMSD4
PM2.5
PNW-Typhoon
SH
stocknet
MAN-SF
TaxiBJ+
Traffic-SD
UBFC-rPPG
USearthquake
Warsaw BioBase Post Mortem Iris v2.0
AQShunyi
bike
Burgers
CDC-IHA
CinC 2012
concrete
Double Pendulum
ECG
Electricity (192)
CycleNet
Electricity (336)
Energy-Stream
EPF
EquiPleth
gas
grid
Heart Rate
highD
Johns Hopkins COVID-19 Dataset
keggu
kin40k
Lorenz96
MIMIC-IV
MIT-BIH
NN5
Nottingham
NYC-Bike
NYC-Taxi
obesity
PEMS
PeMSD3
PEMSD7(M)
Pendulum
Prometheus (OOD)
PTB-XL
Reaction-Diffusion
SleepEDF
supercond
WAVES
WHO FluNet
ZafNoo
[49]
[53]
Annual Air Temperature
Annual Precipitation
AQWan
Asset Index
AU Typhoon
Beijing
BPI challenge '12
QuerySelector
BUAA-MIHR
Chengdu
Child Dependency Ratio
China Data
Covid-19
CropNet
CzeLan
Darcy flow
Didi-Chengdu
Didi-Shenzhen
DrivAerNet++
Electricity (720)
ERA5
ERA5-S
ETT (Avg)
ETTh
ETTh-avg
ETTh2 → ETTh1
ETTm
ETTm-avg
ETTm1 → ETTm2
ETTm2 → ETTm1
F8 Crusader
FACE
Fasttext
GBA
German
GLA
Global Gridded Relative Deprivation
Glove
GS
Helpdesk
QuerySelector
HIV therapy
Hopf
HPC
HPP
Human Modification Terrestrial
hurricane
UberNN
HWC
Infant Mortality Rates
INFRABEL dataset
KdV
KS Travelling
Lorenz oscillator
Lotka Volterra
Math Reasoning Task Dataset
Melbourne
METRLA
MIMIC-III semi-synthetic
Monthly Climate Moisture
mssd
Teacher
MuJoCo
NASDAQ
NEXRAD
NGSIM
Nighttime Light Intensity
OBF
Oscillator
PEMSBAY
PeMSD7
pharmacokinetic dataset
PM10
Population Density
Power Plant
Ratio of Built-up Area to Non-built Up Area
Sanitation Index
Seismic
Selkov
SEVIR
SHF
Small Grid
ST-EVCDP
Stock
Subnational Human Development
synthetic
Synthetic Data
TaxiBJ-P2
TaxiBJ-P4
Temp
Thermal food processing surrogate
TWA
USA Data
UVA/PADOVA Type 1 Diabetes Simulator
VIPL-HR
VL20
Water Hammer
Wind
Women BMI
Xi'an
Youtube
2C
2D GS
2D-ANEURYSM
3C
3D GS
3D ISS Gravity
3D-ANEURYSM
Activity
ADNI
Advection
AEP
AIRFOIL
Ali
Ali-2021
Ali-2022
Almaden
AM
Amazon
Ammonia
AMSU-A
APSFailure
ATMS
Australia-COVID
ASOS Data
MST-GCN
BD
BE
Beijing Metro
Beijing-AQI
BEZIER
BikeNYC
BjTT
blood
Boston
BS
CA-D3
CA-D5
Car-Follow
Carbon-Oxide
CarbonSense
CarbonTracker
CarSales
CAVITY EXTRUDING
CAVITY GRASPING
Census
CHARGED
CHIBike
Chicago (CHI)
ChileNet
China-AQI
Climate
CLMU
Cloud Requests
CMIP6
copper dataset
covertype
Covid
Covid-19 dataset
COVID-CAL
Coyote
CReSIS
Crop
CrowdNJ
CYLINDER
Cylinder-Flow
DCData
DE
Deblur
DeepBase
DiDi-CD
DiDi-SZ
DJIA flash crash dataset
DO_409215
DO_425012
DowJones
DP
DrivaerML
drone dataset
DRONECROWD
Duffing
Dunnhumby
EAGLE
EchoNet-Pediatric
egoPPG-DB
ELC
ELEC
Electric
ELECTRICITY2H
Emotion
ENER
Energy
England
EPIC-Kitchen
ER
ERA5-MS
ETT(Avg)
ETTh1 → ETTh2
ETTh1 → ETTm2
ETTh1->ETTh2
ETTh1->ETTm2
ETTh1 (96)
ETTh1→ ETTh2
ETTh2 → ETTm2
ETTh2->ETTh1
ETTh2->ETTm2
ETTm1 → ETTTh2
ETTm1->ETTh2
ETTm1->ETTm2
ETTm2 → ETTTh2
ETTm2->ETTh2
ETTm2->ETTm1
Exchange rate
Exchange (192)
Exchange (336)
Exchange (720)
Exchange (96)
ExchangeRate
ExtMarker
UORO
FaaS
FDST
finance
FlowSH
Fluid 2D
FN
FourCastNet
FP
FR
FRED
FRED-MD
FS-NYC
FS-TKY
G02202 Version 4
Gambling
GBAP
General ODE
GLORYS12V1
GOES-IR2GOES-IR
GOES-IR2GOES-Visible
GOES2POES-NO2
GOES2Radar
GoStanford
GraphCast
Gravity
GreenEarthNet
GTD_N
GTD_S
Hand-Me-That
Hangzhou Metro
HCP
higgs
HIRS
HPD
HR
HR-Extreme
HRRR
HS
Human
Human EEG
Human fMRI
Human3.6M
HumanActivity
Humaneva
Humidity
HZMetro
IaaS
ID
IFS-ENS
IFS-HRES
ILI-ENG
ILI-US2
ILI-US9
Illness (24)
Illness (36)
Illness (48)
Illness (60)
xPatch
Integro-DE
Internet Traffic dataset (A5M)
JiNan
KA-PM2.5
KA-TEMP
KA-UW
KF
Korea Composite Stock Price Index
KP
kr-vs-kp
KS Beating
Lake
Lambda-Omega
Language
LargeST-GBA
LCBench
LEU
Lexington
Lissajous trajectory
Logistic Growth
Lorenz
Lorenz '63
Lorenz 1963
Lorenz dataset
ForGAN
Los-Loop
Loss Curves
Lotka-Volterra
LSF
M4 Hourly
Mackey-Glass (DDE)
Mackey-Glass dataset
ForGAN
MALL
Methane
Metro-Traffic
MG
MHS
MIMIC II
MiniBooNE
MMRPM
MMSE-HR
MoCAD
MODIS
MOOC
Moodle
MOSAIC
Motor
Mountain
MR-NIRP car dataset
MS
MSPG
MT1
MT2
MT3
MvMmfnist
MVX
MVX-ViT
nanoGPT^large
nanoGPT^small
NAS-Bench-201
NASA CRM
NASA C-MAPSS
RVE
NASA Li-ion Dataset
SambaMixer
Navier-Stokes
Navier-Stokes Equation
Net
New York City (NYC)
NOAA GSOD
NP
NSCLC
NSE
NYC Taxi
NYC-PVh
NYC-PVm
NYCTaxi
NYSE
OASIS
Oik_Weather
OL-DIR
OML
OOD dataset
OpenSrc
Oslo_653257 (PM10)
Ours
P 11
P 3
P 6
P+M
P+U
PaaS
Partially obs. DS
PD1
PDE-SM
Pedestrian
PEMS03-Evolve
PEMS04-Evolve
PEMS04F
PEMSD3-Stream
PeMSD4 (10 days' training data, 15min)
DASTNet
PeMSD4 (10 days' training data, 30min)
PeMSD4 (10 days' training data, 60min)
PeMSD7 (10 days' training data, 15min)
PeMSD7 (10 days' training data, 30min)
PeMSD7 (10 days' training data, 60min)
PeMSD7(L)
PEMSD7M
PeMSD8 (10 days' training data, 15min)
PeMSD8 (10 days' training data, 30min)
PeMSD8 (10 days' training data, 60min)
Pharmacokinetic model
PhyAAt
SVM
PJM
PLATE
Player Trajectory
PM
PM1
PopBJ
Power
Precipitation Dataset
PTF
PURE → UBFC-rPPG
Q-Traffic
hybrid Seq2Seq
R2.5
R3
Radar extrapolation
Radar Spatial SR
Radar Temporal SR
RBC
RDS
RECON
Rest
RICE GRIP
RW
S&P 100 Index
S&P 500
SafeGraph&Advan business analytics dataset
Satellite
Satellite extrapolation
Satellite Spatial SR
Saturated
Saugeenday
SCAND
SDWPF
segment
SEIR
Shanghai Metro
SHMetro
SIMPLEFLAG
simulated data
Single Bubble
SINPA
Smoke 2D
Smoke 3D
Social
solar irradiance observations
Solar (192)
Solar (336)
Solar (720)
Solar (96)
SOLAR-FL
SP
SP500
SPRING
ST-Bench
Stevens Creek
Subcooled
Sunspot
LSTM
Swift-Hohenberg
Syn
Syn Data-1
Syn Data-2
Synthetic (10D)
Synthetic (1D)
Synthetic (2D)
Synthetic dataset
synthetic spatiotemporal data
SZ-TAXI
T-Drive
Taskset
Taxi
TaxiBJ-P3
TaxiNYC
TC Precipitation
Temperature
temperature data
Temperature Dataset
Terra
Texas Covid
thermoelastic double pendulum
TIGGE
TISSUE MANIPULATION
Toluene
Toronto (TRT)
Traffic (192)
Traffic (336)
Traffic (720)
Traffic (96)
TrafficBJ
Transactions
Turbulent boundary-layer flow
two gas containers
U+M
UBFC-rPPG → MMSE-HR
UBFC-rPPG → PURE
UCI-DIR
UCSD
Unemp
Urban (open space)
Urban (streetscape)
Us_births
US-PM
US-Region
US-States
Valley
Vasona
VENICE
Ventilator Pressure Prediction
ResBiLSTM
VISUELLE2.0
Explainable Cross-Attention Multimodal RNN
VitalDB
VSCROWD
VV
Washington, D.C. (DC)
WEA-CT
WEA-HK
WEA-LD
WEA-NY
WEA-SG
Weather (Press.)
Weather (Temp.)
Weather Forecasting T2M
Weather Forecasting U10
Weather_H
Weather_HA
Weather_L
Weather
Website
Wi3R
Wiki
WIKI-500
WiPTR
XXLTraffic
Yacht
YE
YieldSAT