Sentence examples for squares of network from inspiring English sources

Gradient-based optimization is then used to minimize the following function, equal to a penalized log-likelihood, (5) F = β E D D w, M + α E W w M, where E W (w |M) is the sum of squares of network weights, M is the ANN architecture, and α and β are positive regularization parameters that must be estimated.

To avoid "overfitting" problems, we chose an adequate regularisation method involving the modification of the conventional mean sum of the squares of the network errors by the addition of a term equal to the sum of the squares of the network synaptic weights and bias (Derras et al. 2012, 2014).

This method works by modifying the performance function, which is normally chosen to be the sum of squares of the network errors on the training set.

It is possible to improve generalization if we modify the performance function by adding a term that consists of the mean of the sum of squares of the network weights and biases which is given by: {text{msereg}} = gamma {kern 1pt} {text{mse}} + (1 - gamma ){kern 1pt} {kern 1pt} {text{msw}} (13).

With the greedy search-based algorithm, the computational complexity increases with the square of the network size.

The centralized scheme also has the scalability problem since its computational complexity increases with the square of the network size.

This paper investigated the almost sure synchronization control other than synchronization in mean square of complex networks, and the obtained results may be appropriate for the synchronization of complex networks with the target node unknown.

Our assumption of a square lattice network of alpha-helical proteins does not accurately reflect the structure of many biological materials, and future investigations could be focused on describing the effects of the differences due to different nanostructural geometries.

The model consisted of a square network of 30×30 = 900 units (neurons).

The government began its 60-day amnesty offer last Thursday for any fighter willing to come out of the region's million-square-mile network of oil-laden creeks and swamps, turn in his weapon and accept a $13 daily stipend in exchange.

The effect of network parameters on the mean square error (MSE) of prediction was studied.