Least Squares Support Vector Machines 9812381511, 9789812381514, 9789812776655

Learning with Support Vector Machines 1608456161, 9781608456161

185 12 672KB Read more

Data Mining via Support Vector Machines

Support vector machines (SVMs) have played a key role in broad classes of problems arising in various fields. Much more

437 41 538KB Read more

A short Introduction to Support Vector Machines and Kernelbased Learning

• Disadvantages of classical neural nets• SVM properties and standard SVM classifier• Related kernelbased learning metho

449 45 1MB Read more

Vectors, Matrices, and Least Squares (Stanford EE103)

430 10 6MB Read more

A Non-Least Squares Approach to Linear Models 1527592448, 9781527592445

This book provides a unifying framework which can be used to apply many types of linear models used in applications to t

152 68 8MB Read more

Partial Least Squares Regression [1 ed.] 1032773189, 9781032773186

Partial least squares (PLS) regression is, at its historical core, a black-box algorithmic method for dimension reductio

120 3 5MB Read more

Tutorial on support vector regression

In this tutorial we give an overview of the basic ideas underlying Support Vector (SV) machines for function estimation.

467 12 443KB Read more

Support Vector Machines: Theory and Applications [1 ed.] 9783540243885, 3-540-24388-7

The support vector machine (SVM) has become one of the standard tools for machine learning and data mining. This careful

512 92 7MB Read more

Support Vector Machine In Chemistry 9789812389220, 9812389229

In recent years, the support vector machine (SVM), a new data processing method, has been applied to many fields of chem

402 99 358KB Read more

Data Analysis Using the Method of Least Squares [1 ed.] 9783540256748, 3-540-25674-1

The preferred method of data analysis of quantitative experiments is the method of least squares. Often, however, the fu

315 92 6MB Read more