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Learning Sparse Features with an Auto-Associator, hand. Sparse representations in particular facilitate discriminant learning: On the one hand, they are robust to noise. On the other hand, they disentangle the factors of variation mixed up in dense representations, favoring the separability and interpretation of data. This chapter focuses on auto-

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HyperNEAT: The First Five Years,loiting a unique indirect encoding called . (CPPNs) that does not require a typical developmental stage, HyperNEAT introduced several novel capabilities to the field of neuroevolution (i.e. evolving artificial neural networks). Among these, (1) large ANNs can be compactly encoded by small genomes, (

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Using the Genetic Regulatory Evolving Artificial Networks (GReaNs) Platform for Signal Processing, ach to generate complex neural networks. In this chapter we present one such system, for Genetic Regulatory evolving artificial Networks (GReaNs). We review the results of previous experiments in which we investigated the evolvability of the encoding used in GReaNs in problems which involved: (i) co

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Neuro-Centric and Holocentric Approaches to the Evolution of Developmental Neural Networks, shaped by external information received through sensory organs. From numerous studies in neuroscience, it has been demonstrated that developmental aspects of the brain are intimately involved in learning. Despite this, most artificial neural network (ANN) models do not include developmental mechani

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Artificial Evolution of Plastic Neural Networks: A Few Key Concepts,y. We propose definitions of “behavioral robustness” and oppose it to “reward-based behavioral changes”; we then distinguish the switch between behaviors and the acquisition of new behaviors. Last, we formalize the concept of “synaptic General Learning Abilities” (sGLA) and that of “synaptic Transit

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180 Keywords Geld- und W?hrungsrecht information on the particle; in particular, |.|. is related to the probability of finding the particle in a specific space region. Since its formulation the Schr?dinger equation is the object of many research from a physical and mathematical point of view.

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1064-3745 step-by-step, readily reproducible protocols...?..Authoritative and cutting-edge,?.Intestinal Differentiated Cells: Methods and Protocols .aims to be comprehensive guide for researchers..978-1-0716-3078-5978-1-0716-3076-1Series ISSN 1064-3745 Series E-ISSN 1940-6029