Sentence examples for for large margin from inspiring English sources

Since the optimal subset of features selected depends on the classification problem, but also on the particular classifier with which they are used, global learning algorithms for large margin classifiers that use feature extractor techniques are desired.

Inspired by the work on neighborhood component analysis [ 30] and metric learning with the use of energy-based models [ 33], Weinberger et al. proposed a distance metric learning for Large Margin Nearest Neighbor classification (LMNN).

We also compared several learning classifiers including K-Nearest Neighbor Classifier (KNNC), Naïve Bayes Classifier (NBC), Nearest Mean Scaled Classifier (NMSC), uncorrelated normal based quadratic Bayes Classifier recorded as UDC, Support Vector Machines, and a distance metric learning for Large Margin Nearest Neighbor classifier (LMNN) based on Mahanalobis distance.

In the recA to uvrA SISO system of the SOS network, positive feedback enabled a lot of stabilizing gains for the SISO system exposed to low level of radiation, as opposed to the same system exposed to high level of radiation, which needed negative feedback for large margins of stabilizing gains.

8 Other techniques have focused on volume of excision with oncoplastic techniques allowing for larger margin excisions while maintaining the cosmetic appearance of the breast.

A well-known strategy to overcome this overfitting issue, in particular when the dimension of the data is large compared to the number of training points available, is to look for large-margin classifiers constrained by regularization (Vapnik, 1998).

In Section ' Results and discussion', we discuss the motivation for flexible combinations and formulate the proposed flexible approach in a framework of large margin classification for combining multiple biomarkers.

High salinity, together with low temperatures and water stress, are responsible for the large margin existing between the potential yield in tons hectar-1 and the real harvest yield in several crops worldwide [ 1].

A design method is proposed for achieving a large margin subject to a constraint that the system has a set of prescribed nominal closed-loop poles.

Paradoxically, only 63 respondents (22% of the two test cohorts) provided at least one postal or email address for their graduate mates, indicating a large margin for improving the efficiency of the snowball recruitment process in the main study.

On a dataset of Lattes CV, on the other hand, each author is responsible for inserting her/his publications, and this opens a large margin for inconsistencies.