Johan A. K. Suykens

Least Squares Support Vector Machines

This book focuses on Least Squares Support Vector Machines (LS-SVMs) which are reformulations to standard SVMs. LS-SVMs are closely related to regular...

Artificial Neural Networks for Modelling and Control of Non-Linear Systems

Artificial neural networks possess several properties that make them particularly attractive for applications to modelling and control of complex non-...

Regularization, Optimization, Kernels, and Support Vector Machines

Regularization, Optimization, Kernels, and Support Vector Machines offers a snapshot of the current state of the art of large-scale machine learning, ...