25 search results - page 1 / 5 » Incorporating prior knowledge in support vector machines for... |
IJON
2008
13 years 5 months ago
2008
KDD
2004
ACM
13 years 10 months ago
2004
ACM
Like many purely data-driven machine learning methods, Support Vector Machine (SVM) classifiers are learned exclusively from the evidence presented in the training dataset; thus ...
ML
2002
ACM
13 years 4 months ago
2002
ACM
Practical experience has shown that in order to obtain the best possible performance, prior knowledge about invariances of a classification problem at hand ought to be incorporated...
ML
2008
ACM
13 years 5 months ago
2008
ACM
This paper explores the addition of constraints to the linear programming formulation of the support vector regression problem for the incorporation of prior knowledge. Equality an...
AAAI
2006
13 years 6 months ago
2006
We propose a simple mechanism for incorporating advice (prior knowledge), in the form of simple rules, into support-vector methods for both classification and regression. Our appr...