McLean MW, Hooker G, Staicu A-M, Scheipl F, Ruppert D (2014) Functional generalized additive models. J Comput Graph Stat 23:249–269 MathSciNetMcLean MW, Hooker G, Staicu A-M, Scheipl F, Ruppert D (2014) Functional generalized additive models. J Comput Graph Stat 23(1):249–269 ...
Functional Generalized Additive Models We introduce the functional generalized additive model (FGAM), a novel regression model for association studies between a scalar response and a functional ... MW Mclean,G Hooker,AM Staicu,... - 《Journal of Computational & Graphical Statistics》 被引量: 99发...
13 国际基础科学大会-Mixed twistor D-modules and generalized Hodge theory-Takuro Mochizuki 51:14 国际基础科学大会-Large N of Chern-Simons matrix model and conformal field theory-Sen Hu 45:38 国际基础科学大会-Construction of collapsing spacetimes in vacuum-Junbin Li 1:02:01 国际基础科学大会-...
D5 and D14) by dividing the variant read count by the replicate total for each exon. To remove positional bias, the positional effect was estimated using the ratio between D0 and D5 read counts, using replicate-level generalized additive models with exon-specific adaptive splines21. The VarCa...
. Patterns are shown along two elevational gradients in the Himalayas, China (Gyirong, Central Himalayas:a,c; Lebu, East Himalayas:b,d). All diversity values were standardized to zero mean and unit standard deviation for comparative purposes. Patterns predicted by generalized additive models (...
We used generalized linear models, generalized additive models, and random forests—algorithms that cover a range of complexity relating the response variable to covariates—to explain the relationship between species presence and the local environmental conditions (see Supplementary Methods). For each ...
In a theoretical investigation, we show that the predictions obtained from fitting continuously additive models are consistent and asymptotically normal. We also consider extensions to generalized responses. The proposed class of models outperforms existing functional regression models in simulations and real...
Two-step estimation of functional linear models with applications to longitudinal data J. R. Stat. Soc. Series B (2000) P. Green et al. Nonparametric Regression and Generalized Linear Models: A Roughness Penalty Approach (1994) T. Hastie et al. Generalized Additive Models (1990) L. Horváth...
(period, habitat: L—lakes, lentic sector in reservoirs, R—river, lotic sectors, and Impact—human impact) with functional diversity expressed as Rao quadratic entropy index (FD (Rao)) isolines plotted by generalized additive models (GAM) on the ordination space (adjusted explained variation ...
we map extinction risk in the life history trait spectra via generalized additive models (GAMs), using the IUCN Red List category of each species5. The position of each species along the trait spectrum is significantly correlated with its extinction risk when considering high-risk species as Criti...