Sentence examples for using a hinge loss from inspiring English sources
P-CENI first adopts a heuristic method by using a hinge loss estimator to identify the critical dimension.
The model proposed by [3] attempts to minimize a hinge loss function by adopting Monte Carlo simulation to iteratively use stochastic gradient to adjust the coordinates of nodes.
where ℓ is a hinge loss function ℓ=max 0,ℓ n ).
The updating is done through a positive regularization parameter and a hinge loss function.
In order to ensure the efficiency of CENI framework, we adopt a hinge loss estimator to find the dimensionality before actually performing network inference process.
Unlike U-SVM, in U-TSVM, Universum data are located in a nonparallel insensitive loss tube by using two Hinge Loss functions, which can exploit these prior knowledge embedded in Universum data more flexible.
The standard hinge loss function is not differentiable everywhere, but here we can use quadratic hinge loss as below instead to make use of gradient-based optimization methods, e.g., LBFGS [6].
They use hinge loss and leastsquare loss respectively.
An important open problem is to obtain local accuracy bounds for the support vector machine (which uses hinge loss and fits linear combinations of the kernel with prescribed bandwidth σ while penalizing by adding a constant times square of the reproducing kernel norm of the linear combination) and examine the improvement via confident predictability for that machine.
Under this framework, we conduct an in-depth analysis about three widely used multicategory hinge losses.
