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When you calculate the surplus as (value - cost) * P(win) and have a clearing-price-predictor that predicts P_win(value) then you still miss an estimator for the cost. Or do you simply take the value that maximizes the win probability argmax_value(P_win(value)) as an estimate for the cost since this is likely the second best bid in the auction???

Submitted by Sebastian B on

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