Finja Krueger
Biographic Data
| ID | 6729207 |
|---|---|
| NAME | Finja Krueger |
| GIVEN NAMES | Finja |
| FAMILY NAME | Krueger |
| SIGNATURE | KRUEGER F |
| AFFILIATIONS | Kiel Institute for the World Economy (IfW) , 24105 Kiel |
| VERIFIED | No |
| TOTAL WORKS | 1 |
| TOTAL CITATIONS | 0 |
| WORKS AS AUTHOR | 1 |
| WORKS AS EDITOR | 0 |
| FIRST PUBLICATION YEAR | 2024 |
| LATEST PUBLICATION YEAR | 2024 |
| H-INDEX | 0 |
Forecasting bilateral asylum seeker flows with high-dimensional data and machine learning techniques
We develop monthly asylum seeker flow forecasting models for 157 origin countries to the EU27, using machine learning and high-dimensional data, including digital trace data from Google Trends. Comparing different models and forecasting horizons and validating out-of-sample, we find that an ensemble forecast combining Random Forest and Extreme Gradient Boosting algorithms outperforms the random walk over horizons between 3 and 12 months. For larg…
No prominent works on this page.
Forecasting bilateral asylum seeker flows with high-dimensional data and machine learning techniques
We develop monthly asylum seeker flow forecasting models for 157 origin countries to the EU27, using machine learning and high-dimensional data, including digital trace data from Google Trends. Comparing different models and forecasting horizons and validating out-of-sample, we find that an ensemble forecast combining Random Forest and Extreme Gradient Boosting algorithms outperforms the random walk over horizons between 3 and 12 months. For larg…
Artificial Intelligence (1 work) · Boosting (machine learning (1 work) · Census and Population Estimation (1 work) · Computer Science (1 work) · Econometrics (1 work) · Economics (1 work) · Ensemble learning (1 work) · Gradient boosting (1 work) · Machine learning (1 work) · Mathematics (1 work)