Life Insurance GLM with H2O: Part 1
Here I will show you how to use generalised linear models (GLM) with mortality claims data. We will fit a poisson GLM to model count data using the h2o package. This post will cover:
- Preparing data
- Basic h2o functions
- Use of offsets
- Fitting a basic GLM
- Extracting a rating plan from the model
This article will be split into two parts - part 1 will cover the above and part 2 will cover cross validation and 'tuning' a GLM using h2o's grid search functionality. Finally, in a later post we will look at how to build simple pricing apps using the models we develop.
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