Data Science, Machine Learning, Extrapolation, Regression, IBM.
Although the Traffic (Use Case 1) and Bike (Use Case 2) use cases are structured similarly, a linear model extrapolates much better here compared to the tree-based models than in the Traffic use case. One possible explanation for why a linear model’s relative drop in performance in extrapolation is