We found a match
Your institution may have access to this item. Find your institution then sign in to continue.
- Title
Parametric non-parallel support vector machines for pattern classification.
- Authors
Jain, Sambhav; Rastogi, Reshma
- Abstract
This paper proposes Parametric non-parallel support vector machines for binary pattern classification. Through an intelligent redesigning of the Support vector machine optimisation, not only do we bring noise resilience into the model, but also retain its sparsity. Our model exhibits properties similar to Support vector machines, hence many SVM related learning algorithms can be extended to make it scalable for large scale problems. Experimental results on several benchmark UCI datasets validate our claims.
- Subjects
SUPPORT vector machines; MACHINE learning
- Publication
Machine Learning, 2024, Vol 113, Issue 4, p1567
- ISSN
0885-6125
- Publication type
Article
- DOI
10.1007/s10994-022-06238-0