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We describe here methods to present rapid and precisely timed visual stimuli to awake animals, conditional on features of the animal's on-going brain state; those features are the presence, power and phase of oscillations in local field potentials (LFP).
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Specifically, a weighted between cluster sum of squares (BCSS) is maximized conditional on feature weight restrictions.
To assess the statistical evidence of a trend in the data based on T, we calculated the mean and variance of T under the null hypothesis of no trend conditional on the feature distribution in the baseline total population.
This might involve making tax rates conditional on certain demographic features such as age.
The network builds an approximation to the survival probability of a system at a given time, conditional on the system features.
Multivariate logistic regression analysis was used to evaluate the diagnostic accuracy association of a combination of features, conditional on the presence or absence of other features and their contribution.
The approach uses conditional random fields relying on features derived from amino acid sequences and secondary structure prediction results.
In order to see the effect of dependence relationships between our model features on the performance, we compared our model with a Naïve Bayes model which has no dependence relationships between the features conditional on the Class node.
Focus on one feature.
Naive Bayes: classifiers calculate the posterior probability of the example label conditional on the set of observed features, under the (often unrealistic) assumption that features are independent.
Several types of classifiers were trained on each type of feature sets (see Section 2 for details on training and parameter tuning): Naive Bayes: classifiers calculate the posterior probability of the example label conditional on the set of observed features, under the (often unrealistic) assumption that features are independent.
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CEO of Professional Science Editing for Scientists @ prosciediting.com