Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization

Sara Ceschia; Luca Di Gaspero; Roberto Maria Rosati; Andrea Schaerf

doi:10.1007/978-3-031-53966-4_16

Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization

Sara Ceschia
, Luca Di Gaspero
, Roberto Maria Rosati
, Andrea Schaerf

Publication: Chapter in book/Conference proceeding › Contribution to conference proceedings

Original language	English
Title of host publication	Machine Learning, Optimization, and Data Science
Subtitle of host publication	9th International Conference, LOD 2023, Grasmere, UK, September 22–26, 2023
Editors	Giuseppe Nicosia, Varun Ojha, Emanuele La Malfa, Gabriele La Malfa, Panos M. Pardalos, Renato Umeton
Place of Publication	Cham
Publisher	Springer
Chapter	206–221
Volume	2
ISBN (Electronic)	978-3-031-53966-4
ISBN (Print)	978-3-031-53965-7
DOIs	https://doi.org/10.1007/978-3-031-53966-4_16
Publication status	Published - 2024
Externally published	Yes

Publication series

Series	Lecture Notes in Computer Science (LNCS)
Volume	14506
ISSN	0302-9743

Access to Document

10.1007/978-3-031-53966-4_16

Cite this

Ceschia, S., Gaspero, L. D., Rosati, R. M., & Schaerf, A. (2024). Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization. In G. Nicosia, V. Ojha, E. La Malfa, G. La Malfa, P. M. Pardalos, & R. Umeton (Eds.), Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22–26, 2023 (Vol. 2). Springer. https://doi.org/10.1007/978-3-031-53966-4_16

Ceschia, Sara ; Gaspero, Luca Di ; Rosati, Roberto Maria et al. / Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization. Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22–26, 2023. editor / Giuseppe Nicosia ; Varun Ojha ; Emanuele La Malfa ; Gabriele La Malfa ; Panos M. Pardalos ; Renato Umeton. Vol. 2 Cham : Springer, 2024. (Lecture Notes in Computer Science (LNCS), Vol. 14506).

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title = "Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization",

author = "Sara Ceschia and Gaspero, \{Luca Di\} and Rosati, \{Roberto Maria\} and Andrea Schaerf",

year = "2024",

doi = "10.1007/978-3-031-53966-4\_16",

language = "English",

isbn = "978-3-031-53965-7",

volume = "2",

series = "Lecture Notes in Computer Science (LNCS)",

publisher = "Springer",

editor = "Giuseppe Nicosia and Varun Ojha and \{La Malfa\}, Emanuele and \{La Malfa\}, Gabriele and Pardalos, \{Panos M.\} and Renato Umeton",

booktitle = "Machine Learning, Optimization, and Data Science",

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Ceschia, S, Gaspero, LD, Rosati, RM & Schaerf, A 2024, Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization. in G Nicosia, V Ojha, E La Malfa, G La Malfa, PM Pardalos & R Umeton (eds), Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22–26, 2023. vol. 2, Springer, Cham, Lecture Notes in Computer Science (LNCS), vol. 14506. https://doi.org/10.1007/978-3-031-53966-4_16

Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization. / Ceschia, Sara; Gaspero, Luca Di; Rosati, Roberto Maria et al.
Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22–26, 2023. ed. / Giuseppe Nicosia; Varun Ojha; Emanuele La Malfa; Gabriele La Malfa; Panos M. Pardalos; Renato Umeton. Vol. 2 Cham: Springer, 2024. (Lecture Notes in Computer Science (LNCS), Vol. 14506).

Publication: Chapter in book/Conference proceeding › Contribution to conference proceedings

TY - GEN

T1 - Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization

AU - Ceschia, Sara

AU - Gaspero, Luca Di

AU - Rosati, Roberto Maria

AU - Schaerf, Andrea

PY - 2024

Y1 - 2024

U2 - 10.1007/978-3-031-53966-4_16

DO - 10.1007/978-3-031-53966-4_16

M3 - Contribution to conference proceedings

SN - 978-3-031-53965-7

VL - 2

T3 - Lecture Notes in Computer Science (LNCS)

BT - Machine Learning, Optimization, and Data Science

A2 - Nicosia, Giuseppe

A2 - Ojha, Varun

A2 - La Malfa, Emanuele

A2 - La Malfa, Gabriele

A2 - Pardalos, Panos M.

A2 - Umeton, Renato

PB - Springer

CY - Cham

ER -

Ceschia S, Gaspero LD, Rosati RM, Schaerf A. Reinforcement Learning for Multi-Neighborhood Local Search in Combinatorial Optimization. In Nicosia G, Ojha V, La Malfa E, La Malfa G, Pardalos PM, Umeton R, editors, Machine Learning, Optimization, and Data Science: 9th International Conference, LOD 2023, Grasmere, UK, September 22–26, 2023. Vol. 2. Cham: Springer. 2024. (Lecture Notes in Computer Science (LNCS), Vol. 14506). doi: 10.1007/978-3-031-53966-4_16