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Least-squares support-vector machines (LS-SVM) for statistics and in statistical modeling, 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.
SVM algorithms categorize binary data, with the goal of fitting the training set data in a way that minimizes the average of the hinge-loss function and L2 norm of the learned weights. This strategy avoids overfitting via Tikhonov regularization and in the L2 norm sense and also corresponds to minimizing the bias and variance of our estimator ...
The Roger Hadfield Ogden Honors College is an academic community at Louisiana State University. Housed in the heritage-listed French House, it was founded in 1992 as the LSU Honors College, and renamed in December 2014. The college provides its students with a curriculum of seminar classes, mentoring relationships with faculty, and ...
Louisiana State University (officially Louisiana State University and Agricultural and Mechanical College, commonly referred to as LSU) is an American public land-grant research university in Baton Rouge, Louisiana, United States. [8]
Louisiana State University Shreveport (LSU Shreveport or LSUS) is a public university in Shreveport, Louisiana. It is part of the Louisiana State University System . Initially, a two-year college, LSUS has expanded into a university with 25 undergraduate degree programs, 13 master's degree programs, and a Doctorate of Education in Leadership ...
The SVM algorithm has been widely applied in the biological and other sciences. They have been used to classify proteins with up to 90% of the compounds classified correctly. Permutation tests based on SVM weights have been suggested as a mechanism for interpretation of SVM models.
They are still currently on display in front of LSU's Military Science/Aerospace Studies Building. [2] On October 15, 1869, the college's building was lost in a fire. On November 1, 1869, classes were resumed in Baton Rouge, Louisiana. In March 1870 the school's name was changed to Louisiana State University (l'Universite' de l'Etat de la ...
In machine learning, kernel machines are a class of algorithms for pattern analysis, whose best known member is the support-vector machine (SVM). These methods involve using linear classifiers to solve nonlinear problems. [1]