The area-time complexity of the matrix-vector multiplication problem is studied in four models of VLSI computation. Both upper and lower bounds to different measures of area-time complexity are derived which depend on the chosen I/O conventions. We will show that the VLSI complexity of matrix-vector multiplication is dominated either by the information flow, or by the number of arithmetic operations needed to solve the problem, or by the size of data to be stored into the circuit. The problem of multipling a sparse matrix by a vector is examined as well, since it is a special case of wide interest in many applications.

Area-time tradeoffs for matrix-vector multiplication

Codenotti B;
1988

Abstract

The area-time complexity of the matrix-vector multiplication problem is studied in four models of VLSI computation. Both upper and lower bounds to different measures of area-time complexity are derived which depend on the chosen I/O conventions. We will show that the VLSI complexity of matrix-vector multiplication is dominated either by the information flow, or by the number of arithmetic operations needed to solve the problem, or by the size of data to be stored into the circuit. The problem of multipling a sparse matrix by a vector is examined as well, since it is a special case of wide interest in many applications.
1988
Istituto di informatica e telematica - IIT
Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo" - ISTI
VLSI ModeIs
Area-time Complexity
Matrix-Vector Product
Sparse Matrices
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/361583
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