Time Series Forecasting On Etth1 720 1

MAE

MSE

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

جدول المقارنة

اسم النموذج	MAE	MSE
long-term-series-forecasting-with-query	0.8399	1.108
disentangled-interpretable-representation-for	-	0.409
revisiting-long-term-time-series-forecasting	0.456	0.442
xpatch-dual-stream-time-series-forecasting	0.459	0.442
sparsetsf-modeling-long-term-time-series	-	0.426
are-transformers-effective-for-time-series	0.49	0.472
are-transformers-effective-for-time-series	0.453	0.44
prformer-pyramidal-recurrent-transformer-for	-	0.489
long-term-forecasting-with-tide-time-series	0.465	0.454
patchmixer-a-patch-mixing-architecture-for	0.463	0.445
النموذج 11	0.5373	0.5923
time-series-is-a-special-sequence-forecasting	0.527	0.544
mixture-of-linear-experts-for-long-term-time	-	0.505
segrnn-segment-recurrent-neural-network-for	0.447	0.434
ltboost-boosted-hybrids-of-ensemble-linear	0.449	0.435
long-term-series-forecasting-with-query	0.8428	1.115
tsmixer-lightweight-mlp-mixer-model-for	0.467	0.444
informer-beyond-efficient-transformer-for	0.768	0.941
a-time-series-is-worth-64-words-long-term	0.468	0.447
time-evidence-fusion-network-multi-source	0.464	0.475
mixture-of-linear-experts-for-long-term-time	-	0.449
film-frequency-improved-legendre-memory-model	0.472	0.465