Regularization tuning issues are discussed along with conditions for uniqueness of the estimated piecewise-constant AR model.
Issues regarding regularization and uniqueness of the solution are also discussed.
Further discussion of Maxent and our application of the model, specifically issues of regularization multipliers, feature types and clamping, can be found in Text S3, Text S4 and Figure S2.
We have also outlined basic procedures for large-scale application that take into account issues of regularization, computational burden, and multiple testing.
Over all, scarcely more than three hundred "regularization documents" have been issued by the Interior Ministry to applicants hopeful of receiving a cédula, the I.D. document essential for enjoying the rights of Dominican citizenship.
To address this issue, a regularization process is introduced to increase the inverse stability.
To mitigate the inconsistent feature selection issue of regularization, especially the lasso method [9], the framework preanalyzes all features to rank informative features based on mutual information scores [10].
Typically, controlling the degree of sparseness and characterizing the uncertainty of model parameters are two critical issues for model regularization using NMF.
