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Module sequential

Module sequential 

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Sequential and always-valid inference.

sprt_bernoulli runs Wald’s sequential probability ratio test for a Bernoulli proportion. The confidence sequences are time-uniform: at each observation time t a pointwise concentration inequality is inverted at level alpha_t = alpha * 6 / (pi^2 t^2). Since the schedule sums to one over t = 1, 2, ..., a union bound makes the intervals simultaneously valid with probability at least 1 - alpha. This discrete schedule follows the time-uniform construction of Howard, Ramdas, McAuliffe, and Sekhon (2021, Annals of Statistics 49(2), 1055-1080); the bound is deliberately reported with the schedule it uses.

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