Technical reports:
Multi Facet Learning in Hilbert Spaces
Risi Kondor; Gábor Csányi; Sebastian E. Ahnert; Tony Jebara
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- Title:
- Multi Facet Learning in Hilbert Spaces
- Author(s):
-
Kondor, Risi
Csányi, Gábor
Ahnert, Sebastian E.
Jebara, Tony - Date:
- 2005
- Type:
- Technical reports
- Department:
- Computer Science
- Permanent URL:
- http://hdl.handle.net/10022/AC:P:29435
- Series:
- Columbia University Computer Science Technical Reports
- Part Number:
- CUCS-054-05
- Publisher:
- Department of Computer Science, Columbia University
- Publisher Location:
- New York
- Abstract:
- 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.
- Subject(s):
- Computer science
- Item views:
- 166