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In this article, the within-class scatter matrix was regularized by S w RNW = 0. 5 S w NW + 0. 5 diag ( S w NW ) (17).
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Using the data from seven runs, we calculated the mean activation vector for each sequence, and the average PxP within-class covariance matrix Σ, which was regularized by adding 1% of the diagonal mean to all diagonal elements.
And we note that the GIAB callset was regularized with the same variant caller (GATK Haplotype Caller).
The update equation in ISEM resembles the update step in ensemble Kalman filter, however the inverse of the output covariance matrix in ISEM is regularized using standard truncated singular value decomposition or Tikhonov regularization.
The Jacobian matrix of the Newton-iteration is regularized by the local residual, instead of using the commonly adopted time-stepping relaxation technique based on the local CFL number.
The proposed encoder is regularized by an extension of previous work on contractive regularization.
This problem is regularized by means of the Tikhonov method.
Then, we used these networks/matrices as inputs of two representative machine learning-based and network-based ranking algorithms, that is, regularized least square and heterogeneous graph-based inference, respectively.
Once the spatial weights are regularized, we revert the orthogonal transform and obtain a spatial grid of regularized patterns.
So, ill-posed problems need to be regularized.
We address the balanced clustering problem where cluster sizes are regularized with submodular functions.
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