Sentence examples for regularized risk from inspiring English sources
In this study, all the SVR approaches use the ε-insensitive loss function in the regularized risk functional that ensures optimum generalization performance.
The Lagrange multipliers are obtained by minimizing a regularized risk function as follows (Steinwart and Christmann 2008; Vapnik 1982, 1998): R_{text{reg}} [f] = frac{1}{2}left| omega right|^{2} + Csumlimits_{i = 0}^{n} {L(f(x_{i} ) - y_{i} )} (2 where ( left| omega right|^{2} ) is characterized as the model complexity.
They can be assessed by minimizing the regularized risk function Rleft( w right) = frac{1}{2}left| {left| w right|} right|^{2} + Csumlimits_{i = 1}^{l} {L_{e} left( {y_{i},fleftt( {x_{i} } right)} right)} (20)Where (frac{1}{2}left| {left| w right|} right|^{2}) is used as a measurement of function flatness.
"Going forward, cities, states, and businesses – all will need localized, regularized information delivered to them".
North Koreans are already trading extensively, but this activity would become legalized and regularized.
Julius Caesar and Augustus regularized the practice of founding colonies for veterans and proletarians in conquered territories outside Rome.
As these were progressively regularized and embanked, the surface of the county became available for agriculture.
In the early period of the dynasty, the schools were systematized and regularized.
"It seems to me consultants have regularized a process that has been kind of chaotic," he added.
Fourier-wavelet regularized deconvolution.
Regularized orthogonal matching pursuit.
