 The only parameter of BrownBoost (formula_1 in the algorithm) is the "time" the algorithm runs.The theory of BrownBoost states that each hypothesis takes a variable amount of time (formula_2 in the algorithm) which is directly related to the weight given to the hypothesis formula_3.The time parameter in BrownBoost is analogous to the number of iterations formula_4 in AdaBoost.