loss function in a sentence

Examples

1. The typical loss function that one uses in logistic regression is computed by taking the average of all cross-entropies in the sample.
2. The inactivation of EF-2 by toxins inhibits protein production in the host, causing symptoms due to loss function in affected cells.
3. From a philosophical perspective, the loss function in a regularization setting plays a different role than the likelihood function in the Bayesian setting.
4. Kernel methods have the advantage of having convex loss functions, with no local minima, and of being only moderately complex to implement.
5. This family has an interesting property, the Pitman estimator of the location parameter does not depend on the choice of the loss function.
6. Computing and storing the full Hessian matrix takes memory, which is infeasible for high-dimensional functions such as the loss functions of BFGS.
7. The discrete-time case of a non-quadratic loss function but only additive disturbances can also be handled, albeit with more complications.
8. This function displays a similar convergence rate to the hinge loss function, and since it is continuous, gradient descent methods can be utilized.
9. An optimal decision will then balance the cost of false negatives / false positives and misses / false alarms according to a specified loss function.
10. Machine learning also has intimate ties to optimization : many learning problems are formulated as minimization of some loss function on a training set of examples.