Applied examples: causal models and time series1 months ago
Testing a causal model (DAG) | Time series | References
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Custom models and performance metrics1 months ago
Custom performance metrics with metricfunc | Regression: $R^2$ | Classification: balanced accuracy and Brier score | Custom learners with mlfunc | A linear model | Logistic regression with extra arguments | Any model from caret | Tips
Diagnostics, tuning and test direction1 months ago
Look at the null distribution | Number of Monte Carlo samples and parametric p-values | QQ-plot of p-values | Very high p-values | Failed model fits | Tuning the learner | Choosing the direction of the test | A checklist | References
Getting started with CCI1 months ago
The idea behind the test | A first test | The formula | Choosing the learner | Different types of data | Large data sets | References