Title :
A m log m algorithm to compute the most probable configurations of a system with multi-mode independent components
Author_Institution :
IML, CNRS, Marseille, France
fDate :
3/1/2005 12:00:00 AM
Abstract :
In this note, we propose a m log m algorithm to find the k most probable configurations of a system of n multi-mode independent components, with at most d modes each. m denotes the size of the problem, i.e. max (nd, k). This problem originates in network performance analyzes, in which focusing on the most probable configurations is a means to reduce computational costs. Up to this note, the best known algorithm to extract the most probable configurations was in O(n2d2 + k log k). Our algorithm achieves thus a substantial improvement.
Keywords :
computational complexity; independent component analysis; probability; reliability theory; computational cost reduction; m log m algorithm; most probable configuration computation; multimode independent component; network performance analysis; Computational efficiency; Data structures; Difference equations; Helium; Independent component analysis; Performance analysis; Shortest path problem; Sorting;
Journal_Title :
Reliability, IEEE Transactions on
DOI :
10.1109/TR.2004.842084