SmartTail offers a novel approach to high-throughput testing, providing accurate and efficient estimates of false discovery rates and related quantities. SmartTail uses Extreme Value Statistics as a powerful tool for the analysis of tails of the distribution of p-values from high-throughput screening experiments. SmartTail can be used to correct theoretical p-values and compare different pre-processing methods.
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You may also visit our GitHub repository.
Rootzén, H. and Zholud, D. (2015). Efficient estimation of the number of false positives in high-throughput screening, Biometrika, Vol. 102, No. 3, pp. 695-704.