Learning and Intelligent Optimization

12th International Conference, LION 12, Kalamata, Greece, June 10–15, 2018, Revised Selected Papers

Häftad, Engelska, 2019

Av Roberto Battiti, Mauro Brunato, Ilias Kotsireas, Panos M. Pardalos

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This book constitutes the thoroughly refereed post-conference proceedings of the 12th International Conference on Learning and Intelligent Optimization, LION 12, held in Kalamata, Greece, in June 2018.

Produktinformation

Utgivningsdatum2019-01-01
Mått155 x 235 x 27 mm
Vikt733 g
FormatHäftad
SpråkEngelska
SerieLecture Notes in Computer Science
Antal sidor474
FörlagSpringer Nature Switzerland AG
ISBN9783030053475

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Accelerated Randomized Coordinate Descent Algorithms for Stochastic Optimization and Online Learning.- An Improved BTK Algorithm Based on Cell-like P System with Active Membranes.- A Simple Algorithmic Proof of the Symmetric Lopsided Lovász Local Lemma.- Creating a Multi-Iterative-Priority-Rule for the Job Shop Scheduling Problem with Focus on Tardy Jobs via Genetic Programming.- A Global Optimization Algorithm for Non-Convex Mixed-Integer Problems.- Massive 2-opt and 3-opt Moves with High Performance GPU Local Search to Large-scale Traveling Salesman Problem.- Instance-Specific Selection of AOS Methods for Solving Combinatorial Optimization Problems via Neural Networks.- CAVE: Configuration Assessment, Visualization and Evaluation.- The Accuracy of One Polynomial Algorithm for the Convergecast Scheduling Problem on a Square Grid with Rectangular Obstacles.- An Effective Heuristic for a Single-Machine Scheduling Problem with Family Setups and Resource Constraints.- Learning the Quality of Dispatch Heuristics Generated by Automated Programming.- Explaining Heuristic Performance Differences for Vehicle Routing Problems with Time Windows.- Targeting Well-Balanced Solutions in Multi-Objective Bayesian Optimization under a Restricted Budget.- How Grossone Can Be Helpful to Iteratively Compute Negative Curvature Directions.- Solving Scalarized Subproblems Within Evolutionary Algorithms for Multi-Criteria Shortest Path Problems.- Exact and Heuristic Approaches for the Longest Common Palindromic Subsequence Problem.- Multi-Objective Performance Measurement: Alternatives to PAR10 and Expected Running Time.- Algorithm Configuration: Learning Policies for the Quick Termination of Poor Performers.- Probability Estimation by An Adapted Genetic Algorithm in Web Insurance.- Adaptive Multi-Objective Local Search Algorithms for the Permutation Flowshop Scheduling Problem.- Portfolio Optimization Viaa Surrogate Risk Measure: Conditional Desirability Value at Risk (CDVaR).- Rover Descent: Learning to Optimize by Learning to Navigate on Prototypical Loss Surfaces.- Analysis of Algorithm Components and Parameters: Some Case Studies.- Optimality of Multiple Decision Statistical Procedure for Gaussian Graphical : Model Selection.- Hyper-Reactive Tabu Search for MaxSAT.- Exact Algorithms for Two Quadratic Euclidean Problems of Searching for the Largest Subset and Longest Subsequence.- A Restarting Rule Based on the Schnabel Census for Genetic Algorithms.-Intelligent Pump Scheduling Optimization in Water Distribution Networks Detecting Patterns in Benchmark Instances of the Swap-body Vehicle Routing Problem.- Evolutionary Deep Learning for Car Park Occupancy Prediction in Smart Cities.- Asymptotically Optimal Algorithm for the Maximum m-Peripatetic Salesman Problem in a Normed Space.- Computational Intelligence for Locating Garbage Accumulation Pointsin Urban Scenarios.- Fully Convolutional Neural Networks for Mapping Oil Palm Plantations in Kalimantan.- Calibration of a Water Distribution Network with Limited Field Measures: the Case Study of Castellammare di Stabia (Naples, Italy).- Combinatorial Methods for Testing Communication Protocols in Smart Cities.- Pseudo-pyramidal Tours and Efficient Solvability of the Euclidean Generalized Traveling Salesman Problem in Grid Clusters.- Constant Factor Approximation for Intersecting Line Segments with Disks.- Scheduling Deteriorating Jobs and Module Changes with Incompatible Job Families on Parallel Machines Using a Hybrid SADE-AFSA Algorithm.