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Sequential Detection of Regime Changes in Neural Data

Publication ,  Journal Article
Banerjee, T; Allsop, S; Tye, KM; Ba, D; Tarokh, V
Published in: International IEEE/EMBS Conference on Neural Engineering, NER
May 16, 2019

The problem of detecting changes in firing patterns in neural data is studied. The problem is formulated as a quickest change detection (QCD) problem. Important algorithms from the literature are reviewed. A new algorithmic technique is discussed to detect deviations from learned baseline behavior. The algorithms studied can be applied to both spike and local field potential data. The algorithms are applied to mice spike data to verify the presence of behavioral learning.

Duke Scholars

Published In

International IEEE/EMBS Conference on Neural Engineering, NER

DOI

EISSN

1948-3554

ISSN

1948-3546

Publication Date

May 16, 2019

Volume

2019-March

Start / End Page

139 / 142
 

Citation

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Banerjee, T., Allsop, S., Tye, K. M., Ba, D., & Tarokh, V. (2019). Sequential Detection of Regime Changes in Neural Data. International IEEE/EMBS Conference on Neural Engineering, NER, 2019-March, 139–142. https://doi.org/10.1109/NER.2019.8716926
Banerjee, T., S. Allsop, K. M. Tye, D. Ba, and V. Tarokh. “Sequential Detection of Regime Changes in Neural Data.” International IEEE/EMBS Conference on Neural Engineering, NER 2019-March (May 16, 2019): 139–42. https://doi.org/10.1109/NER.2019.8716926.
Banerjee T, Allsop S, Tye KM, Ba D, Tarokh V. Sequential Detection of Regime Changes in Neural Data. International IEEE/EMBS Conference on Neural Engineering, NER. 2019 May 16;2019-March:139–42.
Banerjee, T., et al. “Sequential Detection of Regime Changes in Neural Data.” International IEEE/EMBS Conference on Neural Engineering, NER, vol. 2019-March, May 2019, pp. 139–42. Scopus, doi:10.1109/NER.2019.8716926.
Banerjee T, Allsop S, Tye KM, Ba D, Tarokh V. Sequential Detection of Regime Changes in Neural Data. International IEEE/EMBS Conference on Neural Engineering, NER. 2019 May 16;2019-March:139–142.

Published In

International IEEE/EMBS Conference on Neural Engineering, NER

DOI

EISSN

1948-3554

ISSN

1948-3546

Publication Date

May 16, 2019

Volume

2019-March

Start / End Page

139 / 142