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Heuristic algorithms based on deep reinforcement learning for quadratic unconstrained binary optimization.
Ming Chen
Yuning Chen
Yonghao Du
Luona Wei
Yingwu Chen
Published in:
Knowl. Based Syst. (2020)
Keyphrases
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reinforcement learning
optimization problems
combinatorial optimization
computational complexity
learning algorithm
discrete optimization
times faster
data structure
optimization algorithm
objective function
worst case
search space
computational cost
solution quality
running times
search algorithm
heuristic search algorithms
approximate solutions
non binary
heuristic methods
exhaustive search
function approximation
feasible solution
genetic algorithm
evolutionary algorithm
computationally efficient
multi objective
dynamic programming
state space