Title :
A generalization of the monotonicity theorem in group testing with applications to random multiaccess channels
Author :
Hwang, F.K. ; Yao, Y.C.
Author_Institution :
AT&T Bell Labs., Murray Hill, NJ, USA
fDate :
5/1/1989 12:00:00 AM
Abstract :
The binomial group-testing problem consists of finding by group tests all defectives in a given set of items, each of which independently has probability p of being defective. The conjecture that the expected number of tests under an optimal testing algorithm is nondecreasing in p has recently been proved by transplanting the probability structure of the set of defective items. It is proved that this approach works in a much broader setting in which the states of items are dependent and the tests have k possible outputs. The results apply to the collision-resolution problem in random-multiple-access-channel communication
Keywords :
information theory; multi-access systems; probability; telecommunication channels; binomial group-testing problem; collision-resolution problem; defective items; group testing; monotonicity theorem; probability; random multiaccess channels; random-multiple-access-channel communication; Application software; Convergence; Entropy; Inference algorithms; Iterative algorithms; Minimization methods; Notice of Violation; Spectral analysis; Speech; Testing;
Journal_Title :
Information Theory, IEEE Transactions on