Vorlesung mit integriertem Seminar

Energy Forecasting Competition

Name im Diploma SupplementEnergy Forecasting Competition
Anbieter Juniorprofessur für Umweltökonomik, insb. Ökonomik erneuerbarer Energien (https://www.uee.wiwi.uni-due.de/)
LehrpersonJun.-Prof. Dr. Florian Ziel
SWS4Spracheenglisch
Turnusunregelmäßigmaximale Hörerschaftunbeschränkt

empfohlenes Vorwissen

Basics in R or python, basics in data science or statistics.

Abstract

In the first third of the Module the students study the competition design, the forecast evaluation methods, benchmark methods and forecasting principles in general in a lecture. The competition task and the corresponding data sets will be released immediately. In the second part the student construct their own forecasting model for the competition and submit their forecasts. Shortly afterwards the results will be released. In the third part of the students write a report on the prediction methods and present their finding.

Lehrinhalte

  1. Introduction on forecasting competitions
  2. Competition design and reporting of forecasts
  3. Evaluation metrics
  4. Benchmark methods
  5. Options for improving forecasts

Literaturangaben

  • Hong, T., Pinson, P., Fan, S., Zareipour, H., Troccoli, A., & Hyndman, R. J. (2016). Probabilistic energy forecasting: Global energy forecasting competition 2014 and beyond.  International Journal of Forecasting, 32(3), 896-913.
  • Makridakis, S., Spiliotis, E., & Assimakopoulos, V. (2020). The M4 Competition: 100,000 time series and 61 forecasting methods. International Journal of Forecasting, 36(1), 54-74.
  • Further Literature will be mentioned during the lecture.

didaktisches Konzept

Classic lectures + Learning by doing

Hörerschaft

  • BWL EaF Master 2015>Wahlpflichtbereich >Modul "Energy Forecasting Competition"1.-3. Fachsemester, Pflicht
  • ECMX Master 2019>Wahlpflichtbereich >Bereich Economics >Modul "Energy Forecasting Competition"1.-3. Fachsemester, Pflicht
  • GOEMIK Master 2016>Wahlpflichtbereich >Bereich Betriebswirtschaftslehre >Modul "Energy Forecasting Competition"1.-3. Fachsemester, Pflicht
  • MuU Master 2013>Wahlpflichtbereich II >Wahlpflichtbereich II B.: Märkte und Unternehmen aus Marktperspektive >Modul "Energy Forecasting Competition"1.-3. Fachsemester, Pflicht
  • VWL Master 2009-V2013>Wahlpflichtbereich II >Modul "Energy Forecasting Competition"1.-3. Fachsemester, Pflicht
WIWI‑C1160 - Vorlesung mit integriertem Seminar: Energy Forecasting Competition