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5th OLA 2022: Syracuse, Sicilia, Italy
- Bernabé Dorronsoro, Mario Pavone, Amir Nakib, El-Ghazali Talbi:
Optimization and Learning - 5th International Conference, OLA 2022, Syracuse, Sicilia, Italy, July 18-20, 2022, Proceedings. Communications in Computer and Information Science 1684, Springer 2022, ISBN 978-3-031-22038-8
Optimization and Learning
- Halima Bouzidi, Hamza Ouarnoughi, El-Ghazali Talbi, Abdessamad Ait El Cadi, Smaïl Niar:
Evolutionary-Based Co-optimization of DNN and Hardware Configurations on Edge GPU. 3-12 - Samuel Yanes Luis, Daniel Gutiérrez-Reina, Sergio Toral:
Maximum Information Coverage and Monitoring Path Planning with Unmanned Surface Vehicles Using Deep Reinforcement Learning. 13-24 - Maissae Haddouchi, Abdelaziz Berrado:
Tuning ForestDisc Hyperparameters: A Sensitivity Analysis. 25-36 - Alejandro Morales Hernández, Inneke Van Nieuwenhuyse, Gonzalo Nápoles:
Multi-objective Hyperparameter Optimization with Performance Uncertainty. 37-46
Novel Optimization Techniques
- Nassime Aslimani, El-Ghazil Talbi, Rachid Ellaia:
A New Algorithm for Bi-objective Problems Based on Gradient Information. 49-61 - Quentin Pouvreau, Jean-Pierre Georgé, Carole Bernon, Sébastien Maignan:
Adaptive Continuous Multi-objective Optimization Using Cooperative Agents. 62-73 - Nicolas Dupin:
Integer Linear Programming Reformulations for the Linear Ordering Problem. 74-86 - Sophie Robert, Soraya Zertal, Philippe Couvée:
SHAMan: A Versatile Auto-tuning Framework for Costly and Noisy HPC Systems. 87-104 - Damien Vergnet, Elsy Kaddoum, Nicolas Verstaevel, Frédéric Amblard:
Cooperation-Based Search of Global Optima. 105-116 - Mohammad Dehghanimohammadabadi:
Data-Driven Simulation-Optimization (DSO): An Efficient Approach to Optimize Simulation Models with Databases. 117-132
Logistics
- Philipp Armbrust, Kerstin Maier, Christian Truden:
Sweep Algorithms for the Vehicle Routing Problem with Time Windows. 135-144 - Daisuke Hasegawa, Yudai Honma, Naoshi Shiono, Souma Toki:
Improving the Accuracy of Vehicle Routing Problem Approximation Using the Formula for the Average Distance Between a Point and a Rectangular Area. 145-156 - Junya Maruyama, Yudai Honma, Daisuke Hasegawa, Soma Toki, Naoshi Shiono:
Optimal Delivery Area Assignment for the Capital Vehicle Routing Problem Based on a Maximum Likelihood Approach. 157-167 - Ali Yaddaden, Sébastien Harispe, Michel Vasquez:
Neural Order-First Split-Second Algorithm for the Capacitated Vehicle Routing Problem. 168-185
Applications
- Víctor Pérez-Piqueras, Pablo Bermejo López, José A. Gámez:
GRASP-Based Hybrid Search to Solve the Multi-objective Requirements Selection Problem. 189-200 - Guillaume Briffoteaux, Romain Ragonnet, Pierre Tomenko, Mohand Mezmaz, Nouredine Melab, Daniel Tuyttens:
Comparing Parallel Surrogate-Based and Surrogate-Free Multi-objective Optimization of COVID-19 Vaccines Allocation. 201-212 - Aniqua Tabassum, Ashna Nawar Ahmed, Subhe Tasnia Alam, Noushin Tabassum, Md. Shahriar Mahbub:
Decentralizing and Optimizing Nation-Wide Employee Allocation While Simultaneously Maximizing Employee Satisfaction. 213-225 - Theo Rabut, Hamamache Kheddouci, Thomas Galeandro-Diamant:
Categorical-Continuous Bayesian Optimization Applied to Chemical Reactions. 226-239 - Ning Tao, Anthony Ventresque, Takfarinas Saber:
Assessing Similarity-Based Grammar-Guided Genetic Programming Approaches for Program Synthesis. 240-252
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