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LION
2010
Springer
197views Optimization» more  LION 2010»
13 years 8 months ago
Adapting to a Realistic Decision Maker: Experiments towards a Reactive Multi-objective Optimizer
The interactive decision making (IDM) methods exploit the preference information from the decision maker during the optimization task to guide the search towards favourite solution...
Paolo Campigotto, Andrea Passerini
LION
2010
Springer
239views Optimization» more  LION 2010»
13 years 9 months ago
The EvA2 Optimization Framework
Abstract. We present EvA2, a comprehensive metaheuristic optimization framework with emphasis on Evolutionary Algorithms. It presents a modular structure of interfaces and abstract...
Marcel Kronfeld, Hannes Planatscher, Andreas Zell
LION
2010
Springer
230views Optimization» more  LION 2010»
13 years 9 months ago
A Study of the Parallelization of the Multi-Objective Metaheuristic MOEA/D
MOEA/D is a multi-objective metaheuristic which has shown a remarkable performance when solving hard optimization problems. In this paper, we propose a thread-based parallel versio...
Antonio J. Nebro, Juan J. Durillo
LION
2010
Springer
190views Optimization» more  LION 2010»
13 years 9 months ago
Algorithm Selection as a Bandit Problem with Unbounded Losses
Abstract. Algorithm selection is typically based on models of algorithm performance learned during a separate offline training sequence, which can be prohibitively expensive. In r...
Matteo Gagliolo, Jürgen Schmidhuber
LION
2010
Springer
164views Optimization» more  LION 2010»
13 years 9 months ago
Time-Bounded Sequential Parameter Optimization
Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown, ...
LION
2010
Springer
188views Optimization» more  LION 2010»
13 years 9 months ago
Grapheur: A Software Architecture for Reactive and Interactive Optimization
Abstract This paper proposes a flexible software architecture for interactive multiobjective optimization, with a user interface for visualizing the results and facilitating the s...
Mauro Brunato, Roberto Battiti
LION
2010
Springer
209views Optimization» more  LION 2010»
13 years 9 months ago
Feature Extraction from Optimization Data via DataModeler's Ensemble Symbolic Regression
We demonstrate a means of knowledge discovery through feature extraction that exploits the search history of an optimization run. We regress a symbolic model ensemble from optimiza...
Kalyan Veeramachaneni, Katya Vladislavleva, Una-Ma...
LION
2010
Springer
307views Optimization» more  LION 2010»
13 years 9 months ago
A Column Generation Heuristic for the General Vehicle Routing Problem
This paper presents a column generation heuristic for the general vehicle routing problem (GVRP), a combined load acceptance and rich vehicle routing problem incorporating various ...
Asvin Goel