---
_id: '2015'
abstract:
- lang: eng
  text: ' In real-world scenarios it is not always possible to generate an appropriate
    number of measured objects for machine learning tasks. At the learning stage,
    for small/incomplete datasets it is nonetheless often possible to get high accuracies
    for several arbitrarily chosen classifiers. The fact is that many classifiers
    might perform accurately, but decision boundaries might be inadequate. In this
    situation, the decision supported by marginlike characteristics for the discrimination
    of classes might be taken into account. Accuracy as an exclusive measure is often
    not sufficient. To contribute to the solution of this problem, we present a margin-based
    approach originated from an existing refinement procedure. In our method, margin
    value is considered as optimisation criterion for the refinement of SVM models.
    The performance of the approach is evaluated on a real-world application dataset
    for Motor Drive Diagnosis coming from the field of intelligent autonomous systems
    in the context of I ndustry 4.0 paradigm as well as on several UCI Repository
    samples with different numbers of features and objects.'
author:
- first_name: Helene
  full_name: Dörksen, Helene
  id: '46416'
  last_name: Dörksen
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Dörksen H, Lohweg V. Margin-based Refinement for Support-Vector-Machine Classification.
    In: <i>Proceedings of the 6th International Conference on Pattern Recognition
    Applications and Methods</i>.  [Setúbal]: SCITEPRESS - Science and Technology
    Publications, Lda.; 2017:293-300. doi:<a href="https://doi.org/10.5220/0006115502930300">10.5220/0006115502930300</a>'
  apa: 'Dörksen, H., &#38; Lohweg, V. (2017). Margin-based Refinement for Support-Vector-Machine
    Classification. In <i>Proceedings of the 6th International Conference on Pattern
    Recognition Applications and Methods</i> (pp. 293–300).  [Setúbal]: SCITEPRESS
    - Science and Technology Publications, Lda. <a href="https://doi.org/10.5220/0006115502930300">https://doi.org/10.5220/0006115502930300</a>'
  bjps: '<b>Dörksen H and Lohweg V</b> (2017) Margin-Based Refinement for Support-Vector-Machine
    Classification. <i>Proceedings of the 6th International Conference on Pattern
    Recognition Applications and Methods</i>.  [Setúbal]: SCITEPRESS - Science and
    Technology Publications, Lda., pp. 293–300.'
  chicago: 'Dörksen, Helene, and Volker Lohweg. “Margin-Based Refinement for Support-Vector-Machine
    Classification.” In <i>Proceedings of the 6th International Conference on Pattern
    Recognition Applications and Methods</i>, 293–300.  [Setúbal]: SCITEPRESS - Science
    and Technology Publications, Lda., 2017. <a href="https://doi.org/10.5220/0006115502930300">https://doi.org/10.5220/0006115502930300</a>.'
  chicago-de: 'Dörksen, Helene und Volker Lohweg. 2017. Margin-based Refinement for
    Support-Vector-Machine Classification. In: <i>Proceedings of the 6th International
    Conference on Pattern Recognition Applications and Methods</i>, 293–300.  [Setúbal]:
    SCITEPRESS - Science and Technology Publications, Lda. doi:<a href="https://doi.org/10.5220/0006115502930300,">10.5220/0006115502930300,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Dörksen, Helene</span> ; <span
    style="font-variant:small-caps;">Lohweg, Volker</span>: Margin-based Refinement
    for Support-Vector-Machine Classification. In: <i>Proceedings of the 6th International
    Conference on Pattern Recognition Applications and Methods</i>.  [Setúbal] : SCITEPRESS
    - Science and Technology Publications, Lda., 2017, S. 293–300'
  havard: 'H. Dörksen, V. Lohweg, Margin-based Refinement for Support-Vector-Machine
    Classification, in: Proceedings of the 6th International Conference on Pattern
    Recognition Applications and Methods, SCITEPRESS - Science and Technology Publications,
    Lda.,  [Setúbal], 2017: pp. 293–300.'
  ieee: H. Dörksen and V. Lohweg, “Margin-based Refinement for Support-Vector-Machine
    Classification,” in <i>Proceedings of the 6th International Conference on Pattern
    Recognition Applications and Methods</i>, Porto, Protugal, 2017, pp. 293–300.
  mla: Dörksen, Helene, and Volker Lohweg. “Margin-Based Refinement for Support-Vector-Machine
    Classification.” <i>Proceedings of the 6th International Conference on Pattern
    Recognition Applications and Methods</i>, SCITEPRESS - Science and Technology
    Publications, Lda., 2017, pp. 293–300, doi:<a href="https://doi.org/10.5220/0006115502930300">10.5220/0006115502930300</a>.
  short: 'H. Dörksen, V. Lohweg, in: Proceedings of the 6th International Conference
    on Pattern Recognition Applications and Methods, SCITEPRESS - Science and Technology
    Publications, Lda.,  [Setúbal], 2017, pp. 293–300.'
  ufg: '<b>Dörksen, Helene/Lohweg, Volker (2017)</b>: Margin-based Refinement for
    Support-Vector-Machine Classification, in: <i>Proceedings of the 6th International
    Conference on Pattern Recognition Applications and Methods</i>,  [Setúbal], S.
    293–300.'
  van: 'Dörksen H, Lohweg V. Margin-based Refinement for Support-Vector-Machine Classification.
    In: Proceedings of the 6th International Conference on Pattern Recognition Applications
    and Methods.  [Setúbal]: SCITEPRESS - Science and Technology Publications, Lda.;
    2017. p. 293–300.'
conference:
  end_date: 2017-02-26
  location: Porto, Protugal
  name: '6. International Conference on Pattern Recognition Applications and Methods '
  start_date: 2017-02-24
date_created: 2019-11-25T08:59:43Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: 10.5220/0006115502930300
keyword:
- Refinement of Classification
- Robust Classification
- Classification within Small/Incomplete Samples
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://www.scitepress.org/DigitalLibrary/Link.aspx?doi=10.5220/0006115502930300
oa: '1'
page: 293-300
place: ' [Setúbal]'
publication: Proceedings of the 6th International Conference on Pattern Recognition
  Applications and Methods
publication_identifier:
  isbn:
  - '9789897582226'
publication_status: published
publisher: SCITEPRESS - Science and Technology Publications, Lda.
status: public
title: Margin-based Refinement for Support-Vector-Machine Classification
type: conference
user_id: '15514'
year: 2017
...