POEM: Phase Geometry Modeling with Harmonic Modulation

Official implementation of POEM for long-term time series forecasting.

Datasets

Download the benchmark datasets and unzip to ./dataset/:

dataset/
  ETTh1.csv   ETTh2.csv   ETTm1.csv   ETTm2.csv
  weather.csv  electricity.csv  traffic.csv

Train and evaluate POEM on a single dataset:

bash scripts/POEM/etth1.sh

Available scripts: etth1.sh, etth2.sh, ettm1.sh, ettm2.sh, weather.sh, electricity.sh, traffic.sh.

Summarize results into a comparison table:

python summarize_results.py

Name		Name	Last commit message	Last commit date
Latest commit History 3 Commits
data_provider		data_provider
exp		exp
models		models
scripts/POEM		scripts/POEM
utils		utils
.gitignore		.gitignore
LICENSE		LICENSE
README.md		README.md
run_longExp.py		run_longExp.py
summarize_results.py		summarize_results.py