Autonomous Learning of Representations

Walter O, Häb-Umbach R, Mokbel B, Paaßen B, Hammer B (2015)
KI - Künstliche Intelligenz 29(4): 339–351.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Autor*in
Walter, Oliver; Häb-Umbach, Reinhold; Mokbel, BassamUniBi; Paaßen, BenjaminUniBi ; Hammer, BarbaraUniBi
Abstract / Bemerkung
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.
Stichworte
Representation learning; Deep representation; Metric learning; Spoken language
Erscheinungsjahr
2015
Zeitschriftentitel
KI - Künstliche Intelligenz
Band
29
Ausgabe
4
Seite(n)
339–351
ISSN
0933-1875
Page URI
https://pub.uni-bielefeld.de/record/2752955

Zitieren

Walter O, Häb-Umbach R, Mokbel B, Paaßen B, Hammer B. Autonomous Learning of Representations. KI - Künstliche Intelligenz. 2015;29(4):339–351.
Walter, O., Häb-Umbach, R., Mokbel, B., Paaßen, B., & Hammer, B. (2015). Autonomous Learning of Representations. KI - Künstliche Intelligenz, 29(4), 339–351. doi:10.1007/s13218-015-0372-1
Walter, O., Häb-Umbach, R., Mokbel, B., Paaßen, B., and Hammer, B. (2015). Autonomous Learning of Representations. KI - Künstliche Intelligenz 29, 339–351.
Walter, O., et al., 2015. Autonomous Learning of Representations. KI - Künstliche Intelligenz, 29(4), p 339–351.
O. Walter, et al., “Autonomous Learning of Representations”, KI - Künstliche Intelligenz, vol. 29, 2015, pp. 339–351.
Walter, O., Häb-Umbach, R., Mokbel, B., Paaßen, B., Hammer, B.: Autonomous Learning of Representations. KI - Künstliche Intelligenz. 29, 339–351 (2015).
Walter, Oliver, Häb-Umbach, Reinhold, Mokbel, Bassam, Paaßen, Benjamin, and Hammer, Barbara. “Autonomous Learning of Representations”. KI - Künstliche Intelligenz 29.4 (2015): 339–351.
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