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For example, Zhang et al. proposed an effective data integration framework using a multiple nonnegative matrix factorization framework and simultaneously integrated additional network in a regularized manner to identify microRNA-gene regulatory modules associated with ovarian cancer [ 12, 13].
Both sides feel it can no longer be treated in a regularized manner".
The method integrates miRNA and gene expression profiles in a framework of multiple non-negative matrix factorization, and simultaneously integrates networked data in a regularized manner.
The miRNA and gene expression profiles are jointly analyzed in a multiple non-negative matrix factorization framework, and additional network data are simultaneously integrated in a regularized manner.
The lowest misclassification results (8.3%) are with a regularized DA, at regularization-lambdas of 0.1-0.11 and 0.14-0.18.
These stops effectively serve the state's legitimate interests; they are executed in a regularized and neutral manner; and they only minimally intrude upon the privacy of the motorists.
Preliminary 2D investigations are also conducted by using a regularized version of the adopted formulation.
A regularized version of the model is constructed based on the level-set method.
So, the expectation of λ ˆ n K h constitutes a regularized approximation of λ.
We will call the sum of this series a regularized trace of the operator L0.
For the within-class scatter matrix, a regularized version of that in [27] is used: (18).
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