Disrupted Time Seires Forecasting

This area consists my source codes and raw data of my master thesis.

The thesis topic is handling Covid-related disruptiions in Time-Series Forecasting

Under the supervision of Prof. Dr. Christian Bizer, Data and Web Science Group, University of Mannheim, Germany

Testing Result Data is using in chapter 4 for evaluating the models which were trained in the chapter 3

Name		Name	Last commit message	Last commit date
Latest commit History 21 Commits
AUTO_SARIMA_2018.ipynb		AUTO_SARIMA_2018.ipynb
Covid.csv		Covid.csv
DE_Simulation.csv		DE_Simulation.csv
Holt_Winters＿2020.ipynb		Holt_Winters＿2020.ipynb
Holt_Winters＿Post_covid.ipynb		Holt_Winters＿Post_covid.ipynb
Holt_Winters＿WithCovid.ipynb		Holt_Winters＿WithCovid.ipynb
Holt_Winters＿WithoutCovid.ipynb		Holt_Winters＿WithoutCovid.ipynb
Liu_ChienSheng_Thesis.pdf		Liu_ChienSheng_Thesis.pdf
Prophet_NoCovid.ipynb		Prophet_NoCovid.ipynb
Prophet_PostCovid.ipynb		Prophet_PostCovid.ipynb
Prophet_Within Covid.ipynb		Prophet_Within Covid.ipynb
README.md		README.md
SARIMA_2018Onwards.ipynb		SARIMA_2018Onwards.ipynb
SARIMA_2018Onwards_NoCovid.ipynb		SARIMA_2018Onwards_NoCovid.ipynb
SARIMA_2022Onwards.ipynb		SARIMA_2022Onwards.ipynb
after_covid_daily.csv		after_covid_daily.csv
test_validation_daily.csv		test_validation_daily.csv
test_validation_weekly.csv		test_validation_weekly.csv
within_covid.csv		within_covid.csv

chien-sheng-liu/disrupted-timeseries-forecasting