Multi Facet Learning in Hilbert Spaces
Risi Kondor; Gábor Csányi; Sebastian E. Ahnert; Tony Jebara
- Multi Facet Learning in Hilbert Spaces
Ahnert, Sebastian E.
- Technical reports
- Computer Science
- Permanent URL:
- Columbia University Computer Science Technical Reports
- Part Number:
- Department of Computer Science, Columbia University
- Publisher Location:
- New York
- We extend the kernel based learning framework to learning from linear functionals, such as partial derivatives. The learning problem is formulated as a generalized regularized risk minimization problem, possibly involving several different functionals. We show how to reduce this to conventional kernel based learning methods and explore a specific application in Computational Condensed Matter Physics.
- Computer science
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