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Let X be a single observation from the hyper-geometric distribution HG(r, n, θ - n) (Table 1.1) with known r, n, and an unknown θ = n + 1, n + 2, .... Derive a randomized UMA upper confidence bound for θ with confidence coefficient 1 - α.

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