Sentence examples for data in a regularized from inspiring English sources

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.

Kernel canonical correlation analysis (KCCA) uses kernels (similarity matrices between objects, here genes) for each type of data to conduct a regularized canonical correlation analysis [5].

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".

Through an indirect patterning technique, we generated PAA gels with fluorescent 1 μm dot markers in a regularized array.

Therefore, any method that results in a regularized interface suffices.

The other exemplar (083M02), is dominated by herbs, consisting of agricultural lands in a regularized pattern.

The finite mixtures of LAMs are estimated in a regularized way with a penalized regression spline as smooth for time.

These regulators and their corresponding posterior probabilities of activity are used in a regularized regression framework to predict response.

In particular, we impose a constraint on model parameters in a regularized LR to avoid overfitting and to improve the prediction performance on unseen instances.