3 papers
stat.ML2026
Bagged Polynomial Regression and Neural Networks
Sylvia Klosin, Jaume Vives-i-Bastida
Climate and environmental applications increasingly rely on high-dimensional prediction from remote sensing and other scientific data. Neural networks (NN) can deliver strong accur…
econ.EM2025
Estimating Continuous Treatment Effects in Panel Data using Machine Learning with a Climate Application
Sylvia Klosin, Max Vilgalys
Economists often estimate continuous treatment effects in panel data using linear two-way fixed effects models (TWFE). When the treatment-outcome relationship is nonlinear, TWFE is…
econ.EM2024
Dynamic Biases of Static Panel Data Estimators
Sylvia Klosin
This paper identifies an important bias - termed dynamic bias - in fixed effects panel estimators that arises when dynamic feedback is ignored in the estimating equation. Dynamic f…