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We see a 2 to 1 greater response in held out data to social interactions versus independent actions.
So we can, on held out data, ask how much each of these brain regions responds to the interacting videos versus the independent videos.
In order to evaluate performance on held out data, the number of topics was varied from K = 2 to K = 200.
The joint effects for the terminal nodes were calculated by including indicator variables for each terminal node simultaneously in the previously described case-crossover model, with the held out data when all pollutants were in the first quartile as the referent, to get adjusted risk ratios for each terminal node.
The quality of a predicted trajectory was then measured by the mean squared error (MSE) relative to the (held out) data points.
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Each model was evaluated by computing the Pearson squared correlation coefficient (R) between the predicted and the actual signal intensity of held out test data.
That is, a pre-determined set of conditions are held out of the training data and used as validation data instead.
My luck held out.
CNN held out.
She held out.
Mr. Obama held out.
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