GSoC exploration: Copula-based distributional regression experiments#61
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mankameshwarmishra5-cmd wants to merge 10 commits intoboost-R:masterfrom
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GSoC exploration: Copula-based distributional regression experiments#61mankameshwarmishra5-cmd wants to merge 10 commits intoboost-R:masterfrom
mankameshwarmishra5-cmd wants to merge 10 commits intoboost-R:masterfrom
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…experiments for gamboostLSS Initial prototype experiments and plots while studying gamboostLSS for my GSoC 2026 proposal under R Project for Statistical Computing.
This script demonstrates the application of the gamboostLSS model using the mtcars dataset to predict miles per gallon (mpg) based on horsepower and weight. It includes model fitting, cross-validation, and saving plot results.
This script simulates data for two response variables Y1 and Y2 using advanced modeling techniques with gamboostLSS. It includes parameter estimation, visualization, and analysis of the relationships between predictors and response variables.
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This pull request contains my initial exploration of the gamboostLSS
framework while preparing a potential proposal for Google Summer of Code.
The goal of this work is to better understand distributional boosting
and explore preliminary experiments related to copula-based
distributional regression models.
Repository additions include:
• R scripts for simulating and modeling simple and harder tasks
• Experiments using boosting iterations for distributional models
• Visualization of model behavior through generated plots
These scripts and plots serve as an exploratory step toward
developing a more advanced implementation for copula-based
distributional regression within gamboostLSS.
Feedback from maintainers would be greatly appreciated.