The proposed technique introduces the margin distribution based classification loss as the optimization objective and minimizes the loss on training samples, which leads to an optimal margin distribution.
This study was designed to investigate the distance between extra-pseudocapsule cancer lesions and primary tumors, and to suggest the optimal margin of normal parenchyma in NSS for RCC 4 cm or less.
Support vectors are found to provide optimal
It should be appreciated that exactly what defines a negative margin ('complete excision') differs from centre to centre and that variation will itself enable an evaluation of optimal margin clearance when outcome data become available.
The SVM algorithm uses optimization techniques to find the surface that gives the optimal margin between the points of the two classes [ 20, 21].
Thus, we propose a method with a model assessment of the interplay between various classification decisions using probability, corresponding decision costs, and quadratic program of optimal margin classifier called: Bayesian Support Vector Machines (BSVMs) learning strategy.
Boser, B. E., Guyon, I. M. & Vapnik, V. N. in A Training Algorithm for Optimal Margin Classifiers (ed. Haussler, D.) 144 152 (ACM Press, 1992).
Vicini et al. suggested that a lesser extent of the excision, for cosmetic reasons, might be the cause of less optimal margin resection in younger patients.
Periodic gait such as tripod gait can be easily controlled and has an optimal stability margin [18].
We solve the optimal design margin of the HEN, thereby providing an operational space for optimal control.
