Modelling species distributions with penalised logistic regressions: A comparison with maximum entropy models

► Penalised logistic regression outperformed standard logistic regression. ► Penalised logistic regression equalled the performance of Maxent. ► We encourage further use of penalised regression for species distribution modelling.