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Computer Science Faculty Works

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2022

Machine learning

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Stochastic Models Of Jaya And Semi-Steady-State Jaya Algorithms, Uday Chakraborty Jan 2022

Stochastic Models Of Jaya And Semi-Steady-State Jaya Algorithms, Uday Chakraborty

Computer Science Faculty Works

The Jaya algorithm and its variants have enjoyed great success in diverse application areas, but no theoretical analysis of the algorithm, to our knowledge, is available in the literature. In this paper we build stochastic models for analyzing Jaya and semi-steady-state Jaya algorithms. For these algorithms, the computational cost depends on how, at each iteration, the new individual fares against the existing individual. Costs must be incurred for any replacement of individuals and the subsequent update of the population-worst individual’s (and/or the population-best individual’s) index. We use the following two quantities as the main metrics for analysis: the expected number …