This report extends the analysis of generalization in XCSF with integer inputs (reported in the I... more This report extends the analysis of generalization in XCSF with integer inputs (reported in the IlliGAL report 2005012) to the case of real inputs. The results we present here fully confirm the conclusions drawn from the previous analysis.
The XCS Library (XCSLib) is an open source C++ library for genetics-based machine learn- ing and ... more The XCS Library (XCSLib) is an open source C++ library for genetics-based machine learn- ing and learning classifier systems. It provides (i) several reusable components that can be employed to design new learning paradigms inspired to the learning classifier system principles; and (ii) the implementation of two well-known and widely used models of learning classifier systems.
Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion - GECCO '13 Companion, 2013
ABSTRACT This paper proposes an information sharing model of artificial bee colony for locating m... more ABSTRACT This paper proposes an information sharing model of artificial bee colony for locating multiple peaks in dynamic environments. The concept of niching is implemented by using a hybridized approach that combines a modified variant of the fitness sharing ...
Genetic and Evolutionary Computation Conference, 2007
The learning in a niche based learning classifier system de- pends both on the complexity of the ... more The learning in a niche based learning classifier system de- pends both on the complexity of the problem space and on the number of available actions. In this paper, we introduce a version of XCS with computed actions, briefly XCSCA, that can be applied to problems involving a large number of actions. We report experimental results showing that XCSCA can
This report extends the analysis of generalization in XCSF with integer inputs (reported in the I... more This report extends the analysis of generalization in XCSF with integer inputs (reported in the IlliGAL report 2005012) to the case of real inputs. The results we present here fully confirm the conclusions drawn from the previous analysis.
The XCS Library (XCSLib) is an open source C++ library for genetics-based machine learn- ing and ... more The XCS Library (XCSLib) is an open source C++ library for genetics-based machine learn- ing and learning classifier systems. It provides (i) several reusable components that can be employed to design new learning paradigms inspired to the learning classifier system principles; and (ii) the implementation of two well-known and widely used models of learning classifier systems.
Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion - GECCO '13 Companion, 2013
ABSTRACT This paper proposes an information sharing model of artificial bee colony for locating m... more ABSTRACT This paper proposes an information sharing model of artificial bee colony for locating multiple peaks in dynamic environments. The concept of niching is implemented by using a hybridized approach that combines a modified variant of the fitness sharing ...
Genetic and Evolutionary Computation Conference, 2007
The learning in a niche based learning classifier system de- pends both on the complexity of the ... more The learning in a niche based learning classifier system de- pends both on the complexity of the problem space and on the number of available actions. In this paper, we introduce a version of XCS with computed actions, briefly XCSCA, that can be applied to problems involving a large number of actions. We report experimental results showing that XCSCA can
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