Browsing CBCL Memos (1993 - 2004) by Author "Verri, Alessandro"
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A Note on Support Vector Machines Degeneracy
Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro (1999-08-11)When training Support Vector Machines (SVMs) over non-separable data sets, one sets the threshold $b$ using any dual cost coefficient that is strictly between the bounds of $0$ and $C$. We show that there exist SVM ... -
Properties of Support Vector Machines
Pontil, Massimiliano; Verri, Alessandro (1997-08-01)Support Vector Machines (SVMs) perform pattern recognition between two point classes by finding a decision surface determined by certain points of the training set, termed Support Vectors (SV). This surface, which in some ...