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This Forecasting Wizard Prefers Statistical Models Over Machine Learning

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Manage episode 321469408 series 2810825
Content provided by IBF0 Eric Wilson CPF. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by IBF0 Eric Wilson CPF or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

00:00 Introduction
01:57 M6 Forecasting Competition - forecasting Walmart sales
03:25 Forecasting wizard, Gee Thompson
05:20 Gee's approach to the Walmart forecasting competition
08:00 Why Gee goes against the machine learning trend
09:35 Proving there's a place for traditional statistical models and human intelligence
12:43 Manual multipliers for seasonality
14:30 Explaining the Innovation State Space Model - is it a kind of Holt Winters method?
22:05 Probabilistic forecasting is here to stay
25:30 How to integrate ML into statistical forecasting

Support the show

To sign up for regular updates and the latest research, events, articles, podcasts and more from the Institute of Business Forecasting & Training, visit www.ibf.org

  continue reading

94 episodes

Artwork
iconShare
 
Manage episode 321469408 series 2810825
Content provided by IBF0 Eric Wilson CPF. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by IBF0 Eric Wilson CPF or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

00:00 Introduction
01:57 M6 Forecasting Competition - forecasting Walmart sales
03:25 Forecasting wizard, Gee Thompson
05:20 Gee's approach to the Walmart forecasting competition
08:00 Why Gee goes against the machine learning trend
09:35 Proving there's a place for traditional statistical models and human intelligence
12:43 Manual multipliers for seasonality
14:30 Explaining the Innovation State Space Model - is it a kind of Holt Winters method?
22:05 Probabilistic forecasting is here to stay
25:30 How to integrate ML into statistical forecasting

Support the show

To sign up for regular updates and the latest research, events, articles, podcasts and more from the Institute of Business Forecasting & Training, visit www.ibf.org

  continue reading

94 episodes

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