Publications

Google Scholar profile

2020

  • Keeley SL, Zoltowski DM, Aoi MC, and JW Pillow. Modeling statistical dependencies in multi-region spike train data. Current Opinion in Neurobiology 2020
  • Keeley SL, Aoi MC, Yu Y, Smith SL, and JW Pillow. Identifying signal and noise structure in neural population activity with Gaussian process factor models Advances in neural information processing systems. 2020
  • Aoi, MC, Mante, V & Pillow, JW. Prefrontal cortex exhibits multidimensional dynamic encoding during decision-making. Nat Neurosci 23, 1410–1420 (2020). https://doi.org/10.1038/s41593-020-0696-5

2018

  • Aoi MC and JW Pillow. (2018) Model-based targeted dimensionality reduction for neuronal population data. Advances in neural information processing systems.
  • Shvartsman, M., Sundaram, N., Aoi, M., Charles, A., Willke, T. & Cohen, J.. (2018). Matrix-normal models for fMRI analysis. Proceedings of the Twenty-First International Conference on Artificial Intelligence and Statistics, in PMLR 84:1914-1923

2017

  • Pillow JW and MC Aoi. Is population activity more than the sum of its parts?. Nat Neurosci 20, 1196–1198 (2017). https://doi.org/10.1038/nn.4627
  • Aoi MC and  JW Pillow Scalable Bayesian inference for high-dimensional neural receptive fields bioRxiv 212217; doi: https://doi.org/10.1101/212217

2016

  • Stanley DA, Roy JE, Aoi MC, Kopell NJ, Miller EK. Low-Beta Oscillations Turn Up the Gain During Category Judgments, Cerebral Cortex, Volume 28, Issue 1, January 2016, Pages 116–130, https://doi.org/10.1093/cercor/bhw356

2015

  • Aoi MC, Lepage KQ, Kramer MA, Eden, UT. Rate-adjusted spike-LFP coherence com- parisons from spike-train statistics. J. Neurosci. Methods, 240:141-53. 2015.