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Applied and theoretical statistics: e.g. statistical inference, regression, time series, multivariate analysis, data analysis, Markov chain Monte Carlo, design of experiments.
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How to construct a linear regression model with an unbalanced sample design?
The class imbalance you describe isn't that problematic. Just use regression as you would normally do. In cases where the imbalance ratio is around 1:10000 you would need to use different methods to d …