Fast Poisson estimation with high-dimensional fixed effects
Federal Reserve Board of Governors · Banco de Portugal · +1 more institution
Abstract
In this article, we present ppmlhdfe, a new command for estimation of (pseudo-)Poisson regression models with multiple high-dimensional fixed effects (HDFE). Estimation is implemented using a modified version of the iteratively reweighted least-squares algorithm that allows for fast estimation in the presence of HDFE. Because the code is built around the reghdfe package ( Correia, 2014 , Statistical Software Components S457874, Department of Economics, Boston College), it has similar syntax, supports many of the same functionalities, and benefits from reghdfe‘s fast convergence properties for computing high-dimensional leastsquares problems. Performance is further enhanced by some new techniques we introduce…
Citation impact
- FWCI
- 48.69
- Percentile
- 100%
- References
- 28
Authors
3Topics & keywords
- Estimation
- Poisson distribution
- Fixed effects model
- Mathematics
- Computer science
- Statistics
- Economics
- Panel data