Dreaming Your Fear Away: A Computational Model for Fear Extinction Learning During Dreaming

J. Treur

doi:10.1007/978-3-642-24965-5_22

Dreaming Your Fear Away: A Computational Model for Fear Extinction Learning During Dreaming

Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

Abstract

In this paper a computational model is presented that models how dreaming is used to learn fear extinction. The approach addresses dreaming as internal simulation incorporating memory elements in the form of sensory representations and their associated fear. During dream episodes regulation of fear takes place, which is strengthened by Hebbian learning. The model was evaluated by a number of simulation experiments for different scenarios. © 2011 Springer-Verlag.

Original language	English
Title of host publication	Proceedings of the 18th International Conference on Neural Information Processing, ICONIP'11, Part III.
Editors	B.L. Lu et al.
Place of Publication	Berlin-Heidelberg
Publisher	Springer Verlag
Pages	197-209
Number of pages	13
DOIs	https://doi.org/10.1007/978-3-642-24965-5_22
Publication status	Published - 2011

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	7064 LNCS

Keywords

computational model
dreaming
fear extinction learning

Access to Document

10.1007/978-3-642-24965-5_22

http://www.mendeley.com/research/dreaming-fear-away-computational-model-fear-extinction-learning-during-dreaming

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Treur, J. (2011). Dreaming Your Fear Away: A Computational Model for Fear Extinction Learning During Dreaming. In B. L. Lu et al. (Ed.), Proceedings of the 18th International Conference on Neural Information Processing, ICONIP'11, Part III. (pp. 197-209). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 7064 LNCS). Springer Verlag. https://doi.org/10.1007/978-3-642-24965-5_22

Treur, J. / Dreaming Your Fear Away: A Computational Model for Fear Extinction Learning During Dreaming. Proceedings of the 18th International Conference on Neural Information Processing, ICONIP'11, Part III.. editor / B.L. Lu et al. Berlin-Heidelberg : Springer Verlag, 2011. pp. 197-209 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "Dreaming Your Fear Away: A Computational Model for Fear Extinction Learning During Dreaming",

abstract = "In this paper a computational model is presented that models how dreaming is used to learn fear extinction. The approach addresses dreaming as internal simulation incorporating memory elements in the form of sensory representations and their associated fear. During dream episodes regulation of fear takes place, which is strengthened by Hebbian learning. The model was evaluated by a number of simulation experiments for different scenarios. {\textcopyright} 2011 Springer-Verlag.",

keywords = "computational model, dreaming, fear extinction learning",

author = "J. Treur",

year = "2011",

doi = "10.1007/978-3-642-24965-5_22",

language = "English",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

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booktitle = "Proceedings of the 18th International Conference on Neural Information Processing, ICONIP'11, Part III.",

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Treur, J 2011, Dreaming Your Fear Away: A Computational Model for Fear Extinction Learning During Dreaming. in BL Lu et al. (ed.), Proceedings of the 18th International Conference on Neural Information Processing, ICONIP'11, Part III.. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 7064 LNCS, Springer Verlag, Berlin-Heidelberg, pp. 197-209. https://doi.org/10.1007/978-3-642-24965-5_22

Dreaming Your Fear Away: A Computational Model for Fear Extinction Learning During Dreaming. / Treur, J.

Proceedings of the 18th International Conference on Neural Information Processing, ICONIP'11, Part III.. ed. / B.L. Lu et al. Berlin-Heidelberg : Springer Verlag, 2011. p. 197-209 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 7064 LNCS).

Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

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Treur J. Dreaming Your Fear Away: A Computational Model for Fear Extinction Learning During Dreaming. In Lu et al. BL, editor, Proceedings of the 18th International Conference on Neural Information Processing, ICONIP'11, Part III.. Berlin-Heidelberg: Springer Verlag. 2011. p. 197-209. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). https://doi.org/10.1007/978-3-642-24965-5_22