Automated design of production scheduling heuristics: A review

J Branke, S Nguyen, CW Pickardt… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Hyper-heuristics have recently emerged as a powerful approach to automate the design of
heuristics for a number of different problems. Production scheduling is a particularly popular …

Hyper-heuristics: A survey of the state of the art

EK Burke, M Gendreau, M Hyde, G Kendall… - Journal of the …, 2013 - Taylor & Francis
Hyper-heuristics comprise a set of approaches that are motivated (at least in part) by the
goal of automating the design of heuristic methods to solve hard computational search …

Mathematical discoveries from program search with large language models

B Romera-Paredes, M Barekatain, A Novikov, M Balog… - Nature, 2024 - nature.com
Large language models (LLMs) have demonstrated tremendous capabilities in solving
complex tasks, from quantitative reasoning to understanding natural language. However …

A study of ant-based pheromone spaces for generation constructive hyper-heuristics

E Singh, N Pillay - Swarm and Evolutionary Computation, 2022 - Elsevier
Research into the applicability of ant-based optimisation techniques for hyper-heuristics is
largely limited. This paper expands upon the existing body of research by presenting a novel …

A classification of hyper-heuristic approaches: revisited

EK Burke, MR Hyde, G Kendall, G Ochoa… - Handbook of …, 2019 - Springer
Hyper-heuristics comprise a set of approaches that aim to automate the development of
computational search methodologies. This chapter overviews previous categorisations of …

Riccardo Poli, William B. Langdon, Nicholas F. McPhee: A Field Guide to Genetic Programming: Lulu. com, 2008, 250 pp, ISBN 978-1-4092-0073-4

M O'Neill - 2009 - Springer
The latest book on Genetic Programming, Poli, Langdon and McPhee's (with contributions
from John R. Koza) A Field Guide to Genetic Programming represents an exciting landmark …

Genetic programming for production scheduling: a survey with a unified framework

S Nguyen, Y Mei, M Zhang - Complex & Intelligent Systems, 2017 - Springer
Genetic programming has been a powerful technique for automated design of production
scheduling heuristics. Many studies have shown that heuristics evolved by genetic …

A classification of hyper-heuristic approaches

EK Burke, M Hyde, G Kendall, G Ochoa… - Handbook of …, 2010 - Springer
The current state of the art in hyper-heuristic research comprises a set of approaches that
share the common goal of automating the design and adaptation of heuristic methods to …

[图书][B] Hyper-heuristics: theory and applications

N Pillay, R Qu - 2018 - Springer
Hyper-heuristics is a fairly recent technique that aims at effectively solving various real-world
optimization problems. This is the first book on hyper-heuristics, and aims to bring together …

Exploring hyper-heuristic methodologies with genetic programming

EK Burke, MR Hyde, G Kendall, G Ochoa… - … , fusion and emergence, 2009 - Springer
Hyper-heuristics represent a novel search methodology that is motivated by the goal of
automating the process of selecting or combining simpler heuristics in order to solve hard …