Faster model matrix crossproducts for large generalized linear models with discretized covariates

DOI10.1007/s11222-019-09864-2zbMath1436.62352OpenAlexW2918221993MaRDI QIDQ2302462

Simon N. Wood, Zheyuan Li

Publication date: 26 February 2020

Published in: Statistics and Computing (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s11222-019-09864-2

zbMATH Keywords

generalized additive modelBLASfast regression

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Random fields; image analysis (62M40) Estimation in multivariate analysis (62H12) Bayesian inference (62F15) Generalized linear models (logistic models) (62J12) Monte Carlo methods (65C05)

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Inhomogeneous spatio-temporal point processes on linear networks for visitors' stops data ⋮ Spatial modelling of risk premiums for water damage insurance ⋮ Accelerated Componentwise Gradient Boosting Using Efficient Data Representation and Momentum-Based Optimization ⋮ A memory-free spatial additive mixed modeling for big spatial data ⋮ Inference and computation with generalized additive models and their extensions ⋮ Comments on: ``Inference and computation with generalized additive models and their extensions

Uses Software

• fda (R)
• gamair
• OpenBLAS
• CSparse

Cites Work

• Multilevel structured additive regression
• Functional data analysis.
• Direct Methods for Sparse Linear Systems
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