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020 _a9783031220395
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024 7 _a10.1007/978-3-031-22039-5
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050 4 _aQ334-342
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072 7 _aCOM004000
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082 0 4 _a006.3
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245 1 0 _aOptimization and Learning
_h[electronic resource] :
_b5th International Conference, OLA 2022, Syracuse, Sicilia, Italy, July 18–20, 2022, Proceedings /
_cedited by Bernabé Dorronsoro, Mario Pavone, Amir Nakib, El-Ghazali Talbi.
250 _a1st ed. 2022.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2022.
300 _aXI, 253 p. 97 illus., 81 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aCommunications in Computer and Information Science,
_x1865-0937 ;
_v1684
505 0 _aOptimization and Learning -- Evolutionary-Based Co-Optimization of DNN and Hardware Configurations on Edge GPU -- Maximum Information Coverage and Monitoring Path Planning With Unmanned Surface Vehicles Using Deep Reinforcement Learning -- Tuning ForestDisc hyperparameters: A sensitivity analysis -- Multi-objective hyperparameter optimization with performance uncertainty -- Novel Optimization Techniques -- A new algorithm for bi-objective problems based on gradient information -- Adaptive Continuous Multi-Objective Optimization using Cooperative Agents -- Integer Linear Programming reformulations for the linear ordering problem -- SHAMan: a versatile auto-tuning framework for costly and noisy HPC systems -- Cooperation-based search of global optima -- Date-driven Simulation-Optimization (DSO): An Efficient Approach to Optimize Simulation Models with Databases -- Logistics -- Sweep Algorithms for the Vehicle Routing Problem with TimeWindows -- Improving the accuracy of vehicle routing problem approximation using the formula for the average distance between a point and a rectangular area -- Optimal Delivery Area Assignment for the Capital Vehicle Routing Problem Based on a Maximum Likelihood Approach -- Neural Order-First Split-Second Algorithm for the Capacitated Vehicle Routing Problem -- Applications -- GRASP-based hybrid search to solve the multi-objective requirements selection problem -- Comparing Parallel Surrogate-based and Surrogate-free Multi-Objective Optimization of COVID-19 vaccines allocation -- Decentralizing and Optimizing Nation-Wide Employee Allocation while Simultaneously Maximizing Employee Satisfaction -- Categorical-Continuous Bayesian optimization applied to chemical reactions -- Assessing Similarity-Based Grammar-Guided Genetic Programming Approaches for Program Synthesis.
520 _aThis book constitutes the refereed proceedings of the 5th International Conference on Optimization and Learning, OLA 2022, which took place in Syracuse, Sicilia, Italy, in July 2022. The 19 full papers presented in this volume were carefully reviewed and selected from 52 submissions. The papers are organized in the following topical sections: Optimization and Learning; Novel Optimization Techniques; Logistics; and Applications.
650 0 _aArtificial intelligence.
650 0 _aComputer engineering.
650 0 _aComputer networks .
650 0 _aNumerical analysis.
650 0 _aAlgorithms.
650 1 4 _aArtificial Intelligence.
650 2 4 _aComputer Engineering and Networks.
650 2 4 _aComputer Engineering and Networks.
650 2 4 _aNumerical Analysis.
650 2 4 _aDesign and Analysis of Algorithms.
700 1 _aDorronsoro, Bernabé.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aPavone, Mario.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aNakib, Amir.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aTalbi, El-Ghazali.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031220388
776 0 8 _iPrinted edition:
_z9783031220401
830 0 _aCommunications in Computer and Information Science,
_x1865-0937 ;
_v1684
856 4 0 _uhttps://doi.org/10.1007/978-3-031-22039-5
912 _aZDB-2-SCS
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