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Using random effects models in prediction problems

The Unofficial Google Data Science Blog

Through simulation we illustrate issues with model fitting techniques that depend on matrix factorization. Far from hypothetical, we have encountered these issues in our experiences with "big data" prediction problems. These predictive posterior distributions have many uses such as in multi-armed bandit problems.