A Graph-based Ant system and its convergence
Future Generation Computer Systems
Ant colony optimization and stochastic gradient descent
Artificial Life
Modeling the dynamics of ant colony optimization
Evolutionary Computation
Ant Colony Optimization
Ant colony optimization theory: a survey
Theoretical Computer Science
A short convergence proof for a class of ant colony optimizationalgorithms
IEEE Transactions on Evolutionary Computation
Search bias in ant colony optimization: on the role of competition-balanced systems
IEEE Transactions on Evolutionary Computation
ICDCIT'11 Proceedings of the 7th international conference on Distributed computing and internet technology
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We propose four variants of a recently proposed multi-timescale algorithm in [1] for ant colony optimization and study their application on a multi-stage shortest path problem. We study the performance of the various algorithms in this framework. We observe that one of the variants consistently outperforms the algorithm in [1].