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When appropriate lever selection was achieved, generalization tests were performed.
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Feature variability also appeared to be important to achieve generalization.
It is concluded that the compositional structures can be acquired "organically" by achieving generalization in learning and by capturing the contextual nature of skilled behaviors under specific conditions.
We claim that one of the main obstacles to achieve generalization of experimental results in autonomous robotics is the low degree of representativeness of the selected experimental settings.
Because it was quite difficult to get the monkeys to achieve generalization of unique facial identities across facial views using personally unfamiliar faces and perform the I-DMS task reliably, as we pointed out in the Methods section and also in our previous report [16], we did not use facial views other than the frontal view for the personally unfamiliar faces in the present study.
As with all case studies, the qualitative data on which the findings of this study are based did not permit statistical generalization but instead required theorizing efforts via theoretical abstraction to achieve analytical generalization (Yin 2014).
SVM achieves higher generalization performance, as it utilizes an induction principle called structural risk minimization (SRM) principle.
Therefore MCVELM can not always achieve good generalization performance.
The IFS method aims to achieve higher generalization capability through performing kernel parameter optimization and feature selection simultaneously.
A local discontinuous Galerkin (LDG) type treatment is also incorporated to achieve the generalization to convection diffusion equations.
As suggested in many works [2, 17], we decrease the number of histogram bins per channel to achieve higher generalization.
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