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The Boolean functions computed by random Boolean formulas or how to grow the right function. (English) Zbl 1083.94024

Summary: We characterize growth processes (probabilistic amplification) by their initial conditions to derive conditions under which results such as L. G. Valiant [J. Algorithms 5, 363–366 (1984; Zbl 0554.94017)] hold. We completely characterize growth processes that use linear connectives and generalize P. Savický’s [Discrete Math. 83, 95–103 (1990; Zbl 0703.06006)] analysis to characterize growth processes that use monotone connectives. Additionally, we obtain explicit bounds on the convergence rates of several growth processes, including the growth process studied in Savický.

MSC:

94C10 Switching theory, application of Boolean algebra; Boolean functions (MSC2010)
68Q25 Analysis of algorithms and problem complexity
03B05 Classical propositional logic

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