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It seems your main concern is bracketing the root in as few iterations as possible, since each iteration is costly. In some cases you have found the regula falsi method to be unreliable, suggesting the bounds on the root may be large or the function cannot be linearly approximated easily. To handle such cases without being significantly slower than bisection,...

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