Exact(1)
Finally, the "proper mix" of such mechanisms is sought through an automatic configuration phase performed on a training set representative of the reference instance population.
Similar(59)
Typically, in order to achieve efficiency in the search, the neighborhood structures need to be tailored not only to the specific problem but also to the peculiar distribution of the instances to be solved (reference instance population).
We computed estimates of accuracy (namely Overall, User, Producer Accuracies and the Kappa statistic) by cross tabulating predicted and reference instances.
The models were executed in Solver CPLEX, with reference instances and with a case study of Nissan's Powertrain plant in Barcelona.
Because the reference in each instance is to § 307(a) of the Act and the legislative history behind that provision, these questions overlap in the context of this case even more than they ordinarily would.
In case all reference values for a certain element are 0 or positive, the respective element value is set to 0. In addition, a weighting matrix is generated which assigns weighting factors to the elements depending on how often the respective interaction occurs in the reference PADIFs (for instance, if it occurs in four of ten complexes, the weighting factor is 0.4).
Annotation servers make additional information available that is related to the reference sequence, for instance, information on exons or protein domains.
In our method, these parameters were optimized so that pathways that are fully annotated in the reference database, for instance KEGG, are ranked first with respect to predicted pathways (see details in Methods).
Hence, we investigated different random P(K| M) distributions for the decoy proteins: e.g. random sampling from the target P(K| M) distribution, random sampling from the P(K| M) values of target proteins that are absent from the reference set (negative instances) and constant at the minimum of the target P(K| M) distribution (Supplementary Section 2.6.2).
In this instance, the reference can be corrected/updated.
In each instance the reference group comprised births of infants not exposed to any antidepressant (ATC code N06A) in utero.
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com