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Über dieses Buch

This book constitutes the proceedings of the 7th International Conference on Learning and Optimization, LION 7, which was held in Catania, Italy, in January 2013. The 49 contributions presented in this volume were carefully reviewed and selected from 101 submissions. They explore the intersections and uncharted territories between machine learning, artificial intelligence, mathematical programming and algorithms for hard optimization problems.

Inhaltsverzeichnis

Frontmatter

2013 | OriginalPaper | Buchkapitel

Interleaving Innovization with Evolutionary Multi-Objective Optimization in Production System Simulation for Faster Convergence

Amos H. C. Ng, Catarina Dudas, Henrik Boström, Kalyanmoy Deb

2013 | OriginalPaper | Buchkapitel

Intelligent Optimization for the Minimum Labelling Spanning Tree Problem

Sergio Consoli, José Andrés Moreno Pérez, Nenad Mladenović

2013 | OriginalPaper | Buchkapitel

A Constraint Satisfaction Approach to Tractable Theory Induction

John Ahlgren, Shiu Yin Yuen

2013 | OriginalPaper | Buchkapitel

Features for Exploiting Black-Box Optimization Problem Structure

Tinus Abell, Yuri Malitsky, Kevin Tierney

2013 | OriginalPaper | Buchkapitel

MOCA-I: Discovering Rules and Guiding Decision Maker in the Context of Partial Classification in Large and Imbalanced Datasets

Julie Jacques, Julien Taillard, David Delerue, Laetitia Jourdan, Clarisse Dhaenens

2013 | OriginalPaper | Buchkapitel

Sharing Information in Parallel Search with Search Space Partitioning

Davide Lanti, Norbert Manthey

2013 | OriginalPaper | Buchkapitel

Fast Computation of the Multi-Points Expected Improvement with Applications in Batch Selection

Clément Chevalier, David Ginsbourger

2013 | OriginalPaper | Buchkapitel

R2-EMOA: Focused Multiobjective Search Using R2-Indicator-Based Selection

Heike Trautmann, Tobias Wagner, Dimo Brockhoff

2013 | OriginalPaper | Buchkapitel

A Heuristic Algorithm for the Set Multicover Problem with Generalized Upper Bound Constraints

Shunji Umetani, Masanao Arakawa, Mutsunori Yagiura

2013 | OriginalPaper | Buchkapitel

A Genetic Algorithm Approach for the Multidimensional Two-Way Number Partitioning Problem

P. C. Pop, O. Matei

2013 | OriginalPaper | Buchkapitel

Adaptive Dynamic Load Balancing in Heterogeneous Multiple GPUs-CPUs Distributed Setting: Case Study of B&B Tree Search

Trong-Tuan Vu, Bilel Derbel, Nouredine Melab

2013 | OriginalPaper | Buchkapitel

Multi-Objective Optimization for Relevant Sub-graph Extraction

Mohamed Elati, Cuong To, Rémy Nicolle

2013 | OriginalPaper | Buchkapitel

PROGRESS: Progressive Reinforcement-Learning-Based Surrogate Selection

Stefan Hess, Tobias Wagner, Bernd Bischl

2013 | OriginalPaper | Buchkapitel

Neutrality in the Graph Coloring Problem

Marie-Eléonore Marmion, Aymeric Blot, Laetitia Jourdan, Clarisse Dhaenens

2013 | OriginalPaper | Buchkapitel

Kernel Multi Label Vector Optimization (kMLVO): A Unified Multi-Label Classification Formalism

Gilad Liberman, Tal Vider-Shalit, Yoram Louzoun

2013 | OriginalPaper | Buchkapitel

Robust Benchmark Set Selection for Boolean Constraint Solvers

Holger H. Hoos, B. Kaufmann, T. Schaub, M. Schneider

2013 | OriginalPaper | Buchkapitel

Boosting Sequential Solver Portfolios: Knowledge Sharing and Accuracy Prediction

Yuri Malitsky, Ashish Sabharwal, Horst Samulowitz, Meinolf Sellmann

2013 | OriginalPaper | Buchkapitel

A Fast and Adaptive Local Search Algorithm for Multi-Objective Optimization

Duy Tin Truong

2013 | OriginalPaper | Buchkapitel

An Analysis of Hall-of-Fame Strategies in Competitive Coevolutionary Algorithms for Self-Learning in RTS Games

Mariela Nogueira, Carlos Cotta, Antonio J. Fernández-Leiva

2013 | OriginalPaper | Buchkapitel

Resources Optimization in (Video) Games: A Novel Approach to Teach Applied Mathematics?

Dario Maggiorini, Simone Previti, Laura Anna Ripamonti, Marco Trubian

2013 | OriginalPaper | Buchkapitel

CMF: A Combinatorial Tool to Find Composite Motifs

Mauro Leoncini, Manuela Montangero, Marco Pellegrini, Karina Panucia Tillán

2013 | OriginalPaper | Buchkapitel

Hill-Climbing Behavior on Quantized NK-Landscapes

Matthieu Basseur, Adrien Goëffon

2013 | OriginalPaper | Buchkapitel

Neighborhood Specification for Game Strategy Evolution in a Spatial Iterated Prisoner’s Dilemma Game

Hisao Ishibuchi, Koichiro Hoshino, Yusuke Nojima

2013 | OriginalPaper | Buchkapitel

A Study on the Specification of a Scalarizing Function in MOEA/D for Many-Objective Knapsack Problems

Hisao Ishibuchi, Naoya Akedo, Yusuke Nojima

2013 | OriginalPaper | Buchkapitel

Portfolio with Block Branching for Parallel SAT Solvers

Tomohiro Sonobe, Mary Inaba

2013 | OriginalPaper | Buchkapitel

Parameter Setting with Dynamic Island Models

Caner Candan, Adrien Goëffon, Frédéric Lardeux, Frédéric Saubion

2013 | OriginalPaper | Buchkapitel

A Simulated Annealing Algorithm for the Vehicle Routing Problem with Time Windows and Synchronization Constraints

Sohaib Afifi, Duc-Cuong Dang, Aziz Moukrim

2013 | OriginalPaper | Buchkapitel

Solution of the Maximum $$k$$ k -Balanced Subgraph Problem

Rosa Figueiredo, Yuri Frota, Martine Labbé

2013 | OriginalPaper | Buchkapitel

Racing with a Fixed Budget and a Self-Adaptive Significance Level

Juergen Branke, Jawad Elomari

2013 | OriginalPaper | Buchkapitel

An Efficient Best Response Heuristic for a Non-preemptive Strictly Periodic Scheduling Problem

Clément Pira, Christian Artigues

2013 | OriginalPaper | Buchkapitel

Finding an Evolutionary Solution to the Game of Mastermind with Good Scaling Behavior

Juan Julian Merelo, Antonio M. Mora, Carlos Cotta, Antonio J. Fernández-Leiva

2013 | OriginalPaper | Buchkapitel

A Fast Local Search Approach for Multiobjective Problems

Laurent Moalic, Alexandre Caminada, Sid Lamrous

2013 | OriginalPaper | Buchkapitel

Generating Customized Landscapes in Permutation-Based Combinatorial Optimization Problems

Leticia Hernando, Alexander Mendiburu, Jose A. Lozano

2013 | OriginalPaper | Buchkapitel

Multiobjective Evolution of Mixed Nash Equilibria

David Iclănzan, Noémi Gaskó, Réka Nagy, D. Dumitrescu

2013 | OriginalPaper | Buchkapitel

Hybridizing Constraint Programming and Monte-Carlo Tree Search: Application to the Job Shop Problem

Manuel Loth, Michéle Sebag, Youssef Hamadi, Marc Schoenauer, Christian Schulte

2013 | OriginalPaper | Buchkapitel

From Grammars to Parameters: Automatic Iterated Greedy Design for the Permutation Flow-Shop Problem with Weighted Tardiness

Franco Mascia, Manuel López-Ibáñez, Jérémie Dubois-Lacoste, Thomas Stützle

2013 | OriginalPaper | Buchkapitel

Architecture for Monitoring Learning Processes Using Video Games

N. Padilla-Zea, J. R. Lopez-Arcos, F. L. Gutiérrez-Vela, P. Paderewski, N. Medina-Medina

2013 | OriginalPaper | Buchkapitel

Quality Measures of Parameter Tuning for Aggregated Multi-Objective Temporal Planning

M. R. Khouadjia, M. Schoenauer, V. Vidal, J. Dréo, P. Savéant

2013 | OriginalPaper | Buchkapitel

Evolutionary FSM-Based Agents for Playing Super Mario Game

R. M. Hidalgo-Bermúdez, M. S. Rodríguez-Domingo, A. M. Mora, P. García-Sánchez, Juan Julian Merelo, Antonio J. Fernández-Leiva

2013 | OriginalPaper | Buchkapitel

Identifying Key Algorithm Parameters and Instance Features Using Forward Selection

Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown

2013 | OriginalPaper | Buchkapitel

Using Racing to Automatically Configure Algorithms for Scaling Performance

James Styles, Holger H. Hoos

2013 | OriginalPaper | Buchkapitel

Algorithm Selection for the Graph Coloring Problem

Nysret Musliu, Martin Schwengerer

2013 | OriginalPaper | Buchkapitel

Batched Mode Hyper-heuristics

Shahriar Asta, Ender Özcan, Andrew J. Parkes

2013 | OriginalPaper | Buchkapitel

Tuning Algorithms for Tackling Large Instances: An Experimental Protocol

Franco Mascia, Mauro Birattari, Thomas Stützle

2013 | OriginalPaper | Buchkapitel

Automated Parameter Tuning Framework for Heterogeneous and Large Instances: Case Study in Quadratic Assignment Problem

Lindawati, Zhi Yuan, Hoong Chuin Lau, Feida Zhu

2013 | OriginalPaper | Buchkapitel

Practically Desirable Solutions Search on Multi-Objective Optimization

Natsuki Kusuno, Hernán Aguirre, Kiyoshi Tanaka, Masataka Koishi

2013 | OriginalPaper | Buchkapitel

Oversized Populations and Cooperative Selection: Dealing with Massive Resources in Parallel Infrastructures

Juan Luis Jiménez Laredo, Bernabe Dorronsoro, Carlos Fernandes, Juan Julian Merelo, Pascal Bouvry

2013 | OriginalPaper | Buchkapitel

Effects of Population Size on Selection and Scalability in Evolutionary Many-Objective Optimization

Hernán Aguirre, Arnaud Liefooghe, Sébastien Verel, Kiyoshi Tanaka

2013 | OriginalPaper | Buchkapitel

A Novel Feature Selection Method for Classification Using a Fuzzy Criterion

Maria Brigida Ferraro, Antonio Irpino, Rosanna Verde, Mario Rosario Guarracino

Backmatter

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