1.4k citations · 1.4k across the 3 of their papers we have counts for
3 papers
stat.ME2016★ 11 cited
A note on basis dimension selection in generalized additive modelling
Natalya Pya, Simon N Wood
Two new approaches for checking the dimension of the basis functions when using penalized regression smoothers are presented. The first approach is a test for adequacy of the basis…
stat.ME2015★ 1.4k cited
Smoothing parameter and model selection for general smooth models
Simon N. Wood, Natalya Pya, Benjamin Säfken
This paper discusses a general framework for smoothing parameter estimation for models with regular likelihoods constructed in terms of unknown smooth functions of covariates. Gaus…
stat.ME2014
A comparison of inferential methods for highly non-linear state space models in ecology and epidemiology
Matteo Fasiolo, Natalya Pya, Simon N. Wood
Highly non-linear, chaotic or near chaotic, dynamic models are important in fields such as ecology and epidemiology: for example, pest species and diseases often display highly non…