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ResearchFormerly WizWand

Time Series Prediction on Synthetic Data 5 systems

0.24RMSEARIMA
0.237240.255870.27450.29313Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ARIMAConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.060.240.228
PatchTSTConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.060.240.209
ARIMAConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.060.2410.222
PatchTSTConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.060.2410.207
DlinearConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.060.2420.215
InformerConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.060.2420.226
ARIMAConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.060.2430.221
ARIMAConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.060.2430.229
InformerConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.060.2430.225
DlinearConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.060.2440.203
ESEInput Length=10, Prediction Horizon=12026.060.2460.208
InformerConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.060.2460.239
InformerConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.060.2480.213
DeepARConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.060.2480.203
DeepARConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.060.2480.214
LSTMConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.060.2490.204
DeepARConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.060.2490.202
LSTMConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.060.250.203
PatchTSTConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.060.250.207
PatchTSTConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.060.2510.208
ESEInput Length=20, Prediction Horizon=12026.060.2520.21
DeepARConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.060.2520.215
DlinearConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.060.2540.215
LSTMConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.060.2550.212
DlinearConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.060.2570.214
LSTMConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.060.2580.212
ARIMAConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.060.2760.248
ARIMAConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.060.2760.247
DeepARConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.060.280.253
DeepARConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.060.2810.251
InformerConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.060.2830.227
InformerConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.060.2830.228
PatchTSTConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.060.2920.211
PatchTSTConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.060.2940.211
ESEInput Length=50, Prediction Horizon=12026.060.2950.229
LSTMConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.060.2980.226
LSTMConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.060.2980.224
DlinearConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.060.3090.223
DlinearConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.060.3090.225