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Estimation de densité des séries temporelles

Estimer la distribution de probabilité sous-jacente des données de série temporelle, permettant la quantification de l'incertitude et le modélisation générative.

Classement

13 modèles au total

Benchmarks

Amazon
Retweet
StackOverflow
earthquake
ERA5 t2m station prediction
MIMIC-II
MNIST
Periodic
Taobao
ATTNHP-BASED
CelebA
COCO-People
Conttime
Inventory
Length of Stay
Matern 5/2
POISSON-BASED
POISSON+ATTNHP
RBF
Reviews
SVHN
VOLCANO
noise model (14)
asia
Caltech
Dynamic MNIST
Omniglot
Static MNIST
survey
AOD
EMNIST
ERA5 multi-modal wind speed
ETTm1
ETTm2
IBL dataset
IMDB
Ionosphere
MSS
numom2b-b
synthetic MSS Arctic dataset
Traffic
3dRoad
Bike
bsds300
FFJORD
Buzz
ClimateBench
conditioned diffusion process
Criteo
Electricity
Elevators
ERA5
ETTh1
ETTh2
F-MNIST
Gosai dataset
Helix
Hillstorm
HouseElectric
HRRR
KeggDirected
KEGGU
Kin40k
Lenta
loop in R^10
loop in R^2
Lotka-Volterra
mouse ADn neural firing rates
Pol
Protein
Set-Fashion-MNIST
Set-MNIST-Even
Set-MNIST-Full
Set-MNIST-Odd
SEVIR
Solar
Sonar
Song
Taxi
torus in R^3
UCI GAS
UCI HEPMASS
FFJORD
UCI MINIBOONE
FFJORD
UCI POWER
FFJORD
2015 Chicago crime dataset
A
B
BB
Birds
breast-cancer
Burgers'
C
California traffic flow
Caltech101
CIFAR10
CIFAR100
ClimateSuite
ColPret
Cup
CWA
DD
diabetes
E
ECL
EHRSHOT
Electricity-L
Electricity-S
ETTh1-L
ETTh1-S
ETTh2-L
ETTh2-S
ETTm1-L
ETTm1-S
ETTm2-L
ETTm2-S
Exchange-L
Exchange-S
EXG
Fixed-noisy Matern-5/2
Fixed-noisy RBF
GPME
Hare-Lynx
heart-disease
ILI
ILI-L
ImageNet
Income
Kolmogorov Flow
Last.fm
LM
Matern-5/2
Nano
Navier-Stokes
NMT
noise model (15)
numom2b-a
P
sachs
Sawtooth
Scalar Flow
sea-ice freeboard dataset
SENSORIUM
Shallow Water
Solar-Energy
Solar-S
Square
Synthetic 1D Regression
Synthetic Linear
Synthetic Quadratic
thyroid
Traffic-L
Traffic-S
Weather
Weather-L
Y
Estimation de densité des séries temporelles | SOTA | HyperAI