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Questions tagged [gam]

GAM (Generalized Additive Model) is a statistical model used to combine Generalized Linear Models with Additive Models.

0 votes
0 answers
3 views

'sdm' function ensemble model warning messages ('rf', 'gam', 'mars')

I'm running into warning messages when I include several model methods into my 'sdmData' function. Here's the code: d <- sdmData(formula = sp~.,train=PO, predictors=env_raster, bg=background) #PO =...
Kate's user avatar
  • 1
0 votes
0 answers
28 views

R gamlss - Last error message: object 'fit' not found [duplicate]

After executing several data correctly, it throws the error : Last error message: object 'fit' not found any ideas? train_modelo<-function(data,x){ codigo <- x[,1] family <- x[,2] ...
jorgeluisgatica's user avatar
0 votes
0 answers
20 views

SVC GAM in the presence of factor variable and transformation of coefficients into relative risk

I would like to get your confirmation on two doubts I have on the application of SVC GAM. Basically, I would like to know how to deal with factor variables when predicting spatially varying ...
Anjeline's user avatar
1 vote
1 answer
19 views

Exporting summary.betareg and summary.gam from list to csv

I have two types of models (GAM and beta regression) that I am running for my data and I am using a lapply function to iterate over multiple variables. I am encountering an error when trying to export ...
DaniH's user avatar
  • 65
0 votes
0 answers
20 views

structure of multinomial model in mgcv

I am trying to model the proportions of a variable with four categories through time and at four different sites. Most sites have all four categories of the variable, but some sites only have three ...
tnt's user avatar
  • 1,418
0 votes
1 answer
51 views

Prediction values don't match fitted function from GAM model

I have a presence/absence data for a species occurrence and I did a binomial GAM using sea surface temperature (sst) as a predictor variable. My df object is a data.frame with the presence/absence ...
Maria Inês Silva's user avatar
0 votes
0 answers
12 views

Effects Contrast Matrix for Interaction with Multiple Grand Means

I want to include an interaction between two factors: area and house_type, in my GAM (MGCV), I hope to make a sum-to-zero contrast encoding. But, I do not want each combination of the factors to be ...
statmaj's user avatar
1 vote
1 answer
59 views

predict.gam behaviour gives error in R4 but works in R3. full reprex included

In R version 3.6.3, my predict.gam function gives a result. When I use R 4.x, I get errors for some types of predict, but not others. My goal is to be able to use this code in R4. library(gam) gm1 &...
we need a Mat. Stat.'s user avatar
0 votes
0 answers
68 views

Missing category in reference level in multinomial GAM with mgcv in R

Consider the multinomial GAM with mgcv in R library(mgcv) multinom = gam(list(sound ~ word + s(long, lat), ~ word + s(long, lat), ~ word + s(long, ...
David's user avatar
  • 13
0 votes
0 answers
31 views

gam function output (mgcv package)

How can I improve my bam model if 3/4 gam.check plots show poor diagnosis, except for the histogram of residuals (which shows a normal distribution). My response variable is soundscape saturation (...
Carla Mere's user avatar
0 votes
1 answer
120 views

Step failure (and iteration limit) in multinomial GAM with mgcv in R

I have a data set with 40 sites (long, lat) by 2 ages by 2 genders by 6 words and 6 dependent sound categories (coded 0 to 5) as simulated here: sound <- sample(0:5, size=960, replace=T) ...
David's user avatar
  • 13
1 vote
0 answers
48 views

mgcv predict.gam in R version 4 gives error, in R version 3, no error

In R version 3.6.3, my predict.gam function gives a result. When I use R 4.x, I get errors for some types of predict, but not others: library(gam) library(dplyr) gm1 <- predCol ~ s(VCF_nontree) + ...
we need a Mat. Stat.'s user avatar
1 vote
1 answer
22 views

How to Plot Difference Smooth with confidence Intervals using gamm4 in R

I am currently working on fitting splines with gamm4 and I have hierarchical data. In my dataset, Trial_no is nested within VP, and SoundType (levels: STA and DEV) is a level-1 predictor. My model ...
user25610677's user avatar
1 vote
0 answers
29 views

Finding x at maximum/peak of a Generalised Additive Model (GAM) of y~x

I am attempting to model species' responses to an environmental gradient to characterise their niche in terms of this gradient. I will be using a data on presence/absence of species in grids along ...
Will's user avatar
  • 33
1 vote
1 answer
30 views

Plotting a QQplot from a logistic GAM fitted with mgcv and using weights

Here is a little script describing my problem. I am fitting a logistic model in R using the mgcv package. The dataset represent the occurrence of an event under certain conditions. For this model, I ...
Arnaud's user avatar
  • 387

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