---
_id: '3706'
abstract:
- lang: eng
  text: We present a new technique for structured prediction that works in a hybrid
    generative/discriminative way, using a one-class support vector machine to model
    the joint probability of (input, output)-pairs in a joint reproducing kernel Hilbert
    space. Compared to discriminative techniques, like conditional random fields or
    structured output SVMs?, the proposed method has the advantage that its training
    time depends only on the number of training examples, not on the size of the label
    space. Due to its generative aspect, it is also very tolerant against ambiguous,
    incomplete or incorrect labels. Experiments on realistic data show that our method
    works efficiently and robustly in situations that discriminative techniques have
    problems with or that are computationally infeasible for them.
author:
- first_name: Christoph
  full_name: Christoph Lampert
  id: 40C20FD2-F248-11E8-B48F-1D18A9856A87
  last_name: Lampert
  orcid: 0000-0001-8622-7887
- first_name: Matthew
  full_name: Blaschko,Matthew B
  last_name: Blaschko
citation:
  ama: 'Lampert C, Blaschko M. Joint kernel support estimation for structured prediction.
    In: Curran Associates, Inc.; 2008:1-4.'
  apa: 'Lampert, C., & Blaschko, M. (2008). Joint kernel support estimation for
    structured prediction (pp. 1–4). Presented at the NIPS SISO: NIPS Workshop on
    “Structured Input - Structured Output,” Curran Associates, Inc.'
  chicago: Lampert, Christoph, and Matthew Blaschko. “Joint Kernel Support Estimation
    for Structured Prediction,” 1–4. Curran Associates, Inc., 2008.
  ieee: 'C. Lampert and M. Blaschko, “Joint kernel support estimation for structured
    prediction,” presented at the NIPS SISO: NIPS Workshop on “Structured Input -
    Structured Output,” 2008, pp. 1–4.'
  ista: 'Lampert C, Blaschko M. 2008. Joint kernel support estimation for structured
    prediction. NIPS SISO: NIPS Workshop on ‘Structured Input - Structured Output’,
    1–4.'
  mla: Lampert, Christoph, and Matthew Blaschko. <i>Joint Kernel Support Estimation
    for Structured Prediction</i>. Curran Associates, Inc., 2008, pp. 1–4.
  short: C. Lampert, M. Blaschko, in:, Curran Associates, Inc., 2008, pp. 1–4.
conference:
  name: 'NIPS SISO: NIPS Workshop on "Structured Input - Structured Output"'
date_created: 2018-12-11T12:04:43Z
date_published: 2008-12-12T00:00:00Z
date_updated: 2021-01-12T07:51:37Z
day: '12'
extern: 1
main_file_link:
- open_access: '0'
  url: http://agbs.kyb.tuebingen.mpg.de/wikis/bg/siso2008/Blaschkoetal.pdf
month: '12'
page: 1 - 4
publication_status: published
publisher: Curran Associates, Inc.
publist_id: '2650'
quality_controlled: 0
status: public
title: Joint kernel support estimation for structured prediction
type: conference
year: '2008'
...