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EEG decoders track memory dynamics

Author

Listed:
  • Yuxuan Li

    (University of Pennsylvania
    Stanford University)

  • Jesse K. Pazdera

    (University of Pennsylvania
    McMaster University)

  • Michael J. Kahana

    (University of Pennsylvania)

Abstract

Encoding- and retrieval-related neural activity jointly determine mnemonic success. We ask whether electroencephalographic activity can reliably predict encoding and retrieval success on individual trials. Each of 98 participants performed a delayed recall task on 576 lists across 24 experimental sessions. Logistic regression classifiers trained on spectral features measured immediately preceding spoken recall of individual words successfully predict whether or not those words belonged to the target list. Classifiers trained on features measured during word encoding also reliably predict whether those words will be subsequently recalled and further predict the temporal and semantic organization of the recalled items. These findings link neural variability predictive of successful memory with item-to-context binding, a key cognitive process thought to underlie episodic memory function.

Suggested Citation

  • Yuxuan Li & Jesse K. Pazdera & Michael J. Kahana, 2024. "EEG decoders track memory dynamics," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-46926-0
    DOI: 10.1038/s41467-024-46926-0
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    1. E. A. Solomon & J. E. Kragel & M. R. Sperling & A. Sharan & G. Worrell & M. Kucewicz & C. S. Inman & B. Lega & K. A. Davis & J. M. Stein & B. C. Jobst & K. A. Zaghloul & S. A. Sheth & D. S. Rizzuto & , 2017. "Widespread theta synchrony and high-frequency desynchronization underlies enhanced cognition," Nature Communications, Nature, vol. 8(1), pages 1-14, December.
    2. Michael J. Kahana & Emily D. Dolan & Colin L. Sauder & Arthur Wingfield, 2005. "Intrusions in Episodic Recall: Age Differences in Editing of Overt Responses," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 60(2), pages 92-97.
    3. Youssef Ezzyat & Paul A. Wanda & Deborah F. Levy & Allison Kadel & Ada Aka & Isaac Pedisich & Michael R. Sperling & Ashwini D. Sharan & Bradley C. Lega & Alexis Burks & Robert E. Gross & Cory S. Inman, 2018. "Closed-loop stimulation of temporal cortex rescues functional networks and improves memory," Nature Communications, Nature, vol. 9(1), pages 1-8, December.
    4. Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
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