Risk-based generalizations of f-divergences
| dc.contributor.author | Garcia-Garcia, Dario | |
| dc.contributor.author | von Luxburg, Ulrike | |
| dc.contributor.author | Santos-Rodriguez, Raul | |
| dc.coverage.spatial | Washington USA | |
| dc.date.accessioned | 2015-12-07T22:14:24Z | |
| dc.date.created | June 28-July 2 2011 | |
| dc.date.issued | 2011 | |
| dc.date.updated | 2016-02-24T11:33:59Z | |
| dc.description.abstract | We derive a generalized notion of f-divergences, called (f,l)-divergences. We show that this generalization enjoys many of the nice properties of/-divergences, although it is a richer family. It also provides alternative definitions of standard divergences in terms of surrogate risks. As a first practical application of this theory, we derive a new estimator for the Kulback-Leibler divergence that we use for clustering sets of vectors. | |
| dc.identifier.uri | http://hdl.handle.net/1885/17402 | |
| dc.publisher | OmniPress | |
| dc.relation.ispartofseries | International Conference on Machine Learning (ICML 2011) | |
| dc.source | Max-margin Learning for Lower Linear Envelope Potentials in Binary Markov Random Fields | |
| dc.subject | Keywords: Risk-based; Learning systems | |
| dc.title | Risk-based generalizations of f-divergences | |
| dc.type | Conference paper | |
| local.contributor.affiliation | Garcia-Garcia, Dario, College of Engineering and Computer Science, ANU | |
| local.contributor.affiliation | von Luxburg, Ulrike, Max Planck Institute for Biological Cybernetics | |
| local.contributor.affiliation | Santos-Rodriguez, Raul, Universidad Carlos III de Madrid | |
| local.contributor.authoruid | Garcia-Garcia, Dario, u5066131 | |
| local.description.embargo | 2037-12-31 | |
| local.description.notes | Imported from ARIES | |
| local.description.refereed | Yes | |
| local.identifier.absfor | 170203 - Knowledge Representation and Machine Learning | |
| local.identifier.ariespublication | u5066131xPUB1 | |
| local.identifier.scopusID | 2-s2.0-80053460732 | |
| local.type.status | Published Version |