Title :
On the computation of Boolean functions by analog circuits of bounded fan-in
Author :
Turán, György ; Vatan, Farrokh
Author_Institution :
Dept. of Math. Stat. & Comput. Sci., Illinois Univ., Chicago, IL, USA
Abstract :
We consider the complexity of computing Boolean functions by analog circuits of bounded fan-in, i.e. by circuits of gates computing real-valued functions, either exactly or as a sign-representation. Sharp upper bounds are obtained for the complexity of the most difficult n-variable function over certain bases (sign-representation by arithmetic circuits and exact computation by piecewise linear circuits). Bounds are given for the computational power gained by adding discontinuous gate functions and nondeterminism. We also prove explicit nonlinear lower bounds for the formula size of analog circuits over bases containing addition, subtraction, multiplication, the sign function and all real constants
Keywords :
Boolean functions; computational complexity; analog circuits; bounded fan-in; complexity; computation of Boolean functions; explicit nonlinear lower bounds; n-variable function; nondeterminism; piecewise linear circuits; real-valued functions; sign-representation; upper bounds; Analog circuits; Analog computers; Arithmetic; Boolean functions; Mathematics; Neural networks; Piecewise linear approximation; Piecewise linear techniques; Statistics; Upper bound;
Conference_Titel :
Foundations of Computer Science, 1994 Proceedings., 35th Annual Symposium on
Conference_Location :
Santa Fe, NM
Print_ISBN :
0-8186-6580-7
DOI :
10.1109/SFCS.1994.365735