Sentence examples for maximum margin optimization from inspiring English sources

It transfers the ranking problem into a partial order pair classification problem, and utilizes the maximum margin optimization in SVM to derive the optimal ranking order.

Next, using two optimization techniques (H∞ and stability, margin optimization) an optimal choice for the controller gains is proposed.

Next, using two optimization techniques (H∞ and stability margin optimization) we propose an optimal choice for the controller gains.

Given a training set belonging to two classes, a linear SVM finds an optimal separating hyper plane with the maximum margin between samples of two classes, by solving the following optimization problem: (2) M i n 1 2 W T W s u b j e c t   t o : y i (W. X i + b ) − 1 ≥ 0 where X i and y i are ith sample and its label.

The reason is that the basis vectors of OMMPS and OKMMPS are obtained by solving the optimization problem sequentially, and they are optimal in meaning of maximum margin.

Compared with maximum margin criterion (MMC) method, OMMPS are optimal in meaning of maximum margin due that the coordinate axes of OMMPS are obtained sequentially by solving the constrained optimization problem, thus improves the recognition performance.

Finally, the maximum margin classifier is calculated by solving the following constrained optimization problem which is expressed in terms of variables α i : maximize α ∑ i = 1 n α i − 1 2 ∑ i = 1 n ∑ j = 1 n y i y j α i α j x i T x j subject to : ∑ i = 1 n y j α i = 0, 0 ≤ α i ≤ C. The constant C > 0 defines the trade-off between the training error and the margin.

As a result, they are mutually orthogonal and optimal in meaning of maximum margin.

For the separable case, a maximum margin band can be determined by minimizing the inverse of the distance as in the following quadratic optimization problem with linear constraints: (6) (7).

The poll has a maximum margin of sampling error of plus or minus three points.

maximum margin criterion.