Prediction on Spike Data Using Kernel Algorithms

Eichhorn, J; Tolias, AS; Zien, A; Kuss, M; Rasmussen, CE; Weston, J; Logothetis, NK; Schölkopf, B

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Prediction on Spike Data Using Kernel Algorithms

Eichhorn, J., Tolias, A., Zien, A., Kuss, M., Rasmussen, C., Weston, J., et al. (2004). Prediction on Spike Data Using Kernel Algorithms. In S. Thrun, L. Saul, & B. Schölkopf (Eds.), Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference (pp. 1367-1374). Cambridge, MA, USA: MIT Press.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-D8F7-7 Version Permalink: https://hdl.handle.net/21.11116/0000-0006-C564-B

Genre: Conference Paper

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https://papers.nips.cc/paper/2357-prediction-on-spike-data-using-kernel-algorithms.pdf (Publisher version) Open Access status unknown

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Creators:
Eichhorn, J^{1, 2}, Author
Tolias, AS^{2, 3}, Author
Zien, A^{1, 2}, Author
Kuss, M^{1, 2}, Author
Rasmussen, CE^{1, 2}, Author
Weston, J^{1, 2}, Author
Logothetis, NK^{2, 3}, Author
Schölkopf, B^{1, 2}, Author

Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794
3Department Physiology of Cognitive Processes, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497798

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Abstract: We report and compare the performance of different learning algorithms based on data from cortical recordings. The task is to predict the orientation of visual stimuli from the activity of a population of simultaneously recorded neurons. We compare several ways of improving the coding of the input (i.e., the spike data) as well as of the output (i.e., the orientation), and report the results obtained using different kernel algorithms.

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Dates: Date issued: 2004-06

Publication Status: Issued

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Identifiers: BibTex Citekey: 2483

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Title: Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003)

Place of Event: Vancouver, BC, Canada

Start-/End Date: 2003-12-08 - 2003-12-13

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Title: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference

Source Genre: Proceedings

Creator(s):
Thrun, S, Editor
Saul, LK, Editor
Schölkopf, B¹, Editor

Affiliations:
1 Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497794

Publ. Info: Cambridge, MA, USA : MIT Press

Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 1367 - 1374 Identifier: ISBN: 0-262-20152-6