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Generating ensembles of heterogeneous classifiers using Stacked Generalization
Stacking and its variants are described and several examples of application domains are presented and some other methods use automatic methods to determine good Stacking configurations instead of starting from strong initial assumptions.
Genetic Approach for Optimizing Ensembles of Classifiers
Preliminary results have show that the approach finds ensembles of classifiers whose performance is as good as the best techniques, without having to set up manually the classifiers and the ensemble method.
A Machine Consciousness Approach to the Design of Human-Like Bots
This chapter introduces Machine Consciousness as a new research field applied to the development of human-like behaviour of non-player characters (NPCs) in video games and analyzes the main differences between CC-Bot2 and other bots.
Web news mining in an evolving framework
GA-stacking: Evolutionary stacked generalization
The results show that the approach finds Stacking configurations that, in the worst case, perform as well as the best techniques, with the advantage of not having to manually set up the structure of the Stacking system.
CERA-CRANIUM: a test bed for machine consciousness research
A novel framework designed as a test bed for machine consciousness cognitive models (MCCM) based on a generalpurpose cognitive architecture that can be integrated in different environments and confronted with different problem domains is described.
Towards conscious-like behavior in computer game characters
- R. Moreno, Agapito Ledezma, A. Sanchis
- Computer ScienceIEEE Symposium on Computational Intelligence and…
- 7 September 2009
It is argued that current research efforts in the young field of Machine Consciousness (MC) could contribute to tackle complexity and provide a useful framework for the design of more appealing synthetic characters.
Simulating visual qualia in the CERA-CRANIUM cognitive architecture.
This work addresses the problem of defining qualia in the domain of artificial systems, providing a model of "artificial qualia", and partially applies the proposed model to the generation of visual qualia using the cognitive architecture CERA-CRANIUM, which is modeled after the global workspace theory of consciousness.
Creating Evolving User Behavior Profiles Automatically
- J. A. Iglesias, P. Angelov, Agapito Ledezma, A. Sanchis
- Computer ScienceIEEE Transactions on Knowledge and Data…
- 1 May 2012
This paper combines the evolving classifier with a trie-based user profiling to obtain a powerful self-learning online scheme and develops further the recursive formula of the potential of a data point to become a cluster center using cosine distance.