IEEE Computational Intelligence Magazine - November 2021 - 18
Despite the great success, existing EA solvers usually conduct
the search process from scratch, regardless of how similar the
new problem encountered is to those already solved in the past.
multi-tasking test suites demonstrate the
effectiveness and efficiency.
The third paper entitled " Advances
in Memetic Automaton: Towa rd
Human-Like Autonomous Agents in
Complex Multi-Agent Learning Problems "
by Y. Hou et al. investigates the use
of memetic multi-agent systems to
develop more intelligent and humanlike
autonomous agents by taking
memetic algorithm as the essential
backbone of the agent. Taking inspiration
from a psychological Broadbent-Treisman
Attenuation Model, the authors
propose an attention intensity control
method in meme expres s ion for
enhancing agents' perception of the
value of all kinds of information captured
from the environment, hence
leading to a greater capability of meme
knowledge generalization. In the proposed
algorithm, a bidirectional imitation
strategy based on agents' estimation
of the importance and/or uncertainty of
decision making in a dynamic environment
is introduced. Experiments on a
minefield navigation simulation as well
as a commercial video game demonstrate
the superior performance of the
proposed method.
The guest editors of this special issue
would like to thank Prof. Chuan-Kang
Ting, the Editor-in-Chief of IEEE
Computational Intelligence Magazine,
for his great support in initiating and
developing this special issue together.
Many thanks to all members of the editorial
team for their kind support during
the editing process of this special issue.
Last but not least, we would also like to
thank the authors for submitting their
valuable research outcomes as well as the
reviewers who have critically evaluated
the papers. We sincerely hope and
expect that readers will find this special
issue useful.
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18 IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE | NOVEMBER 2021
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IEEE Computational Intelligence Magazine - November 2021
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