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https://www.worldscientific.com/worldscibooks/10.1142/5089
Nov 01, 2002 · This book focuses on Least Squares Support Vector Machines (LS-SVMs) which are reformulations to standard SVMs. LS-SVMs are closely related to regularization networks and Gaussian processes but additionally emphasize and exploit primal-dual …
https://www.researchgate.net/publication/220578095_Least_Squares_Support_Vector_Machine_Classifiers
In least squares support vector machines (LS-SVMs) for function estimation Vapnik's ε-insensitive loss function has been replaced by a cost function which corresponds to a form of ridge regression.
http://homepages.rpi.edu/~embrem/dm/Suykens_tutorialucl.pdf
Least Squares Support Vector Machines Johan Suykens K.U. Leuven, ESAT-SCD-SISTA Kasteelpark Arenberg 10 B-3001 Leuven (Heverlee), Belgium Tel: 32/16/32 18 02 - Fax: 32/16/32 19 70
https://www.esat.kuleuven.be/sista/natoasi/suykens.pdf
https://en.wikipedia.org/wiki/Least_Squares_Support_Vector_Machine
Least-squares support-vector machines (LS-SVM) are least-squares versions of support-vector machines (SVM), which are a set of related supervised learning methods that analyze data and recognize patterns, and which are used for classification and regression analysis.In this version one finds the solution by solving a set of linear equations instead of a convex quadratic programming (QP ...
https://www.researchgate.net/publication/229058060_Least_Square_Support_Vector_Machine
In this study, the least squares support vector machine (LS-SVM) is proposed to be used for general models as it is as powerful as standard SVMs, but, it has less computational cost [30]. Most, if ...
https://arxiv.org/pdf/1505.05451v1
Fuzzy Least Squares Twin Support Vector Machines Javad Salimi Sartakhtia,, Nasser Ghadiri a, Homayun Afrabandpey , Narges Yousefnezhadb aDepartment of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan, 84156-83111, IRAN bDepartment of Computer Engineering, Sharif University of Technology, Tehran, 11365-11155, IRAN Abstract Least Squares Twin Support …Cited by: 7
https://www.academia.edu/21678942/Multiclass_least_squares_support_vector_machines
Multiclass least squares support vector machines
https://www.semanticscholar.org/paper/Least-Squares-Support-Vector-Machines-Suykens-Gestel/b24972552161cd9eda729e748762a73430983e3a
Least Squares Support Vector Machines @inproceedings{Suykens2002LeastSS, title={Least Squares Support Vector Machines}, author={Johan A. K. Suykens and Tony Van Gestel and Jos De Brabanter and Bart De Moor and Joos Vandewalle}, year={2002} }
https://www.academia.edu/21731754/Least_Squares_Support_Vector_Machines
Least Squares Support Vector Machines
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