---
_id: '11922'
abstract:
- lang: eng
  text: 'Besides the core learning algorithm itself, one major question in machine
    learning is how to best encode given training data such that the learning technology
    can efficiently learn based thereon and generalize to novel data. While classical
    approaches often rely on a hand coded data representation, the topic of autonomous
    representation or feature learning plays a major role in modern learning architectures.
    The goal of this contribution is to give an overview about different principles
    of autonomous feature learning, and to exemplify two principles based on two recent
    examples: autonomous metric learning for sequences, and autonomous learning of
    a deep representation for spoken language, respectively.'
author:
- first_name: Oliver
  full_name: Walter, Oliver
  last_name: Walter
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
- first_name: Bassam
  full_name: Mokbel, Bassam
  last_name: Mokbel
- first_name: Benjamin
  full_name: Paassen, Benjamin
  last_name: Paassen
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
citation:
  ama: Walter O, Haeb-Umbach R, Mokbel B, Paassen B, Hammer B. Autonomous Learning
    of Representations. <i>KI - Kuenstliche Intelligenz</i>. 2015:1-13. doi:<a href="http://dx.doi.org/10.1007/s13218-015-0372-1">http://dx.doi.org/10.1007/s13218-015-0372-1</a>
  apa: Walter, O., Haeb-Umbach, R., Mokbel, B., Paassen, B., &#38; Hammer, B. (2015).
    Autonomous Learning of Representations. <i>KI - Kuenstliche Intelligenz</i>, 1–13.
    <a href="http://dx.doi.org/10.1007/s13218-015-0372-1">http://dx.doi.org/10.1007/s13218-015-0372-1</a>
  bibtex: '@article{Walter_Haeb-Umbach_Mokbel_Paassen_Hammer_2015, title={Autonomous
    Learning of Representations}, DOI={<a href="http://dx.doi.org/10.1007/s13218-015-0372-1">http://dx.doi.org/10.1007/s13218-015-0372-1</a>},
    journal={KI - Kuenstliche Intelligenz}, author={Walter, Oliver and Haeb-Umbach,
    Reinhold and Mokbel, Bassam and Paassen, Benjamin and Hammer, Barbara}, year={2015},
    pages={1–13} }'
  chicago: Walter, Oliver, Reinhold Haeb-Umbach, Bassam Mokbel, Benjamin Paassen,
    and Barbara Hammer. “Autonomous Learning of Representations.” <i>KI - Kuenstliche
    Intelligenz</i>, 2015, 1–13. <a href="http://dx.doi.org/10.1007/s13218-015-0372-1">http://dx.doi.org/10.1007/s13218-015-0372-1</a>.
  ieee: O. Walter, R. Haeb-Umbach, B. Mokbel, B. Paassen, and B. Hammer, “Autonomous
    Learning of Representations,” <i>KI - Kuenstliche Intelligenz</i>, pp. 1–13, 2015.
  mla: Walter, Oliver, et al. “Autonomous Learning of Representations.” <i>KI - Kuenstliche
    Intelligenz</i>, 2015, pp. 1–13, doi:<a href="http://dx.doi.org/10.1007/s13218-015-0372-1">http://dx.doi.org/10.1007/s13218-015-0372-1</a>.
  short: O. Walter, R. Haeb-Umbach, B. Mokbel, B. Paassen, B. Hammer, KI - Kuenstliche
    Intelligenz (2015) 1–13.
date_created: 2019-07-12T05:30:51Z
date_updated: 2022-01-06T06:51:12Z
department:
- _id: '54'
doi: http://dx.doi.org/10.1007/s13218-015-0372-1
keyword:
- Representation learning
- Metric learning
- Deep representation
- Spoken language
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2015/WaHaMoPaHa15.pdf
oa: '1'
page: 1-13
publication: KI - Kuenstliche Intelligenz
status: public
title: Autonomous Learning of Representations
type: journal_article
user_id: '44006'
year: '2015'
...