Exact(1)
In their work, the number of units in the hidden layer was determined for each MLP and task based on the error rate observed on validation data with the result that the hidden layer size of the approximating MLP was always larger (often double) than that of a MLP trained with the original labels.
Similar(59)
For a detailed description and discussion of these steps, including an account of data mining techniques, algorithms, and tasks based on supervised and unsupervised methods, the interested reader can be directed to [55].
The task introduced an event representation and extraction task based on the GENIA event corpus annotation (Kim et al., 2008).
We used the Psychtoolbox3 (Brainard 1997; Pelli 1997) for stimulus presentation in the fMRI and behavioral task based on MatlabR2007b (Mathworks, Inc).
In this paper, we assess the performance of a group of mild DAT patients on two tasks of structural access, object decision, and the complete/incomplete task (based on part-whole matching task), as well as on a semantic probes task, designed to assess the patients' semantic knowledge of the same items for which structural knowledge had earlier been assessed.
In this study, we sought to evaluate the effect of perceptual load on the incidental conjunction of shape and color in a recognition task based on Treisman and Zhang (2006).
Profitability maximization in the case of sequential sampling of multiple options relies on sensation (converting a physical stimulus into a neuronal firing pattern), memory (maintaining a representation of a physical stimulus over a period of time), and decision-making (comparing representations from different sources and performing a motor task based on the results of this comparison).
First, one might design a task using whatever methods one prefers, then subject the task to these types of analysis, and finally revise the task based on the results (possibly applying multiple iterations).
We proposed a multilayer physical model and mathematical solution to carry this task based on the laws of mass action and thermodynamics.
Electrical microstimulation of V5/MT seems to have a stronger effect in our task that depended upon the conjunction of motion and disparity cues than a task based on disparity alone.
Experimental results of a classification task based on microarray and image databases validate the effectiveness and accuracy of features obtained by our feature selection method.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com