# Least squares support vector machine

## Papers overview

Semantic Scholar uses AI to extract papers important to this topic.

Highly Cited

2007

Highly Cited

2007

- Pattern Recognition
- 2007

Given n training examples, the training of a least squares support vector machine (LS-SVM) or kernel ridge regression (KRRâ€¦Â (More)

Is this relevant?

Highly Cited

2007

Highly Cited

2007

- IEEE Transactions on Neural Networks
- 2007

In this paper, we present two fast sparse approximation schemes for least squares support vector machine (LS-SVM), named FSALSâ€¦Â (More)

Is this relevant?

Highly Cited

2004

Highly Cited

2004

- Machine Learning
- 2004

In Support Vector Machines (SVMs), the solution of the classification problem is characterized by a (convex) quadraticâ€¦Â (More)

Is this relevant?

Highly Cited

2003

Highly Cited

2003

- Neural Networks
- 2003

In least squares support vector machines (LS-SVMs), the optimal separating hyperplane is obtained by solving a set of linearâ€¦Â (More)

Is this relevant?

Highly Cited

2002

Highly Cited

2002

- Neurocomputing
- 2002

Least squares support vector machines (LS-SVM) is an SVM version which involves equality instead of inequality constraints andâ€¦Â (More)

Is this relevant?

Highly Cited

2001

Highly Cited

2001

- IEEE Trans. Neural Networks
- 2001

The Bayesian evidence framework is applied in this paper to least squares support vector machine (LS-SVM) regression in order toâ€¦Â (More)

Is this relevant?

Highly Cited

2001

Highly Cited

2001

- Neural Networks
- 2001

Support vector machines have been very successful in pattern recognition and function estimation problems. In this paper weâ€¦Â (More)

Is this relevant?

Highly Cited

2000

Highly Cited

2000

- ESANN
- 2000

In least squares support vector machine (LS-SVM) classi-ers the original SVM formulation of Vapnik is modiied by consideringâ€¦Â (More)

Is this relevant?

Highly Cited

1999

Highly Cited

1999

- Neural Processing Letters
- 1999

In this letter we discuss a least squares version for support vector machine (SVM) classifiers. Due to equality type constraintsâ€¦Â (More)

Is this relevant?

Highly Cited

1999

Highly Cited

1999

- 1999

Support vector machines (SVM's) have been introduced in literature as a method for pattern recognition and function estimationâ€¦Â (More)

Is this relevant?