In Bank of England Staff Working Paper No. 674 of September 2017, Chiranjit Chakraborty and Andreas Joseph present a case study that models the detection of alerts on financial institutions’ balance sheets for banking supervision with machine-learning methods, which they write generally outperform traditional approaches in prediction.

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