Coverage progresses from optimization through linear classification, linear regression, kernels and support vector machines,

**statistical learning theory**of C-support vector classification, model construction, and variants and extensions of SVMs.This definition appears frequently and is found in the following Acronym Finder categories:

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Coverage progresses from optimization through linear classification, linear regression, kernels and support vector machines, **statistical learning theory** of C-support vector classification, model construction, and variants and extensions of SVMs.

The Support Vector Machine (SVM) based on the **statistical learning theory** was originally proposed by Vapnik (1998) and is a new type of classification and regression tools.

In **statistical learning theory** the standard way to solve the classification problem is to define a risk functional that measures the avarage amount of error or risk associated with an estimator, and then to look for an estimator with lowest risk.

These algorithms are based on a branch of statistics known as **statistical learning theory**," explained Craig.

The generalization of Estes' original **statistical learning theory** (Estes, 1950) was published by him and Straughan in 1954 (Estes & Straughan, 1954).

He worked for Bell Labs for one year contributing to Vapnik's **statistical learning theory**.

A cornerstone of Kount's AI technology is supervised machine learning - a specialized branch of **statistical learning theory** that combines historical training data with predictive functions that process real time threat data.

00 Hardcover Wiley series in probability and statistics Q325 **Statistical learning theory** is a relatively new field that has emerged from engineering studies of pattern recognition and machine learning, with inputs from many other areas.