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Publications

  • Berkes P, Wood F, and Pillow JW. (2009). Characterizing neural dependencies with copula models in Advances in Neural Information Processing Systems 21 eds. D. Koller, D. Schuurmans, Y. Bengio, L. Bottou. 129-136.  [abstract | pdf]

  • Pillow JW, Shlens J, Paninski L, Sher A, Litke AM, Chichilnisky EJ, Simoncelli EP. (2008) Spatio-temporal correlations and visual signaling in a complete neuronal population. Nature 454: 995-999.  [abstract | pdf | supplementary inf ]

  • Pillow JW and Latham P. (2008) Neural characterization in partially observed populations of spiking neurons Advances in Neural Information Processing Systems 20. eds. J.C. Platt, D. Koller, Y. Singer, S. Roweis. 1161-1168.  [abstract | pdf]

  • Pillow JW. (2007) Likelihood-based approaches to modeling the neural code. In Bayesian Brain: Probabilistic Approaches to Neural Coding, eds. K Doya, S Ishii, A Pouget & R Rao. MIT press. 53-70.  [abstract | pdf]

  • Paninski L, Pillow JW, and Lewi J. (2007) Statistical models for neural encoding, decoding, and optimal stimulus design. In Computational Neuroscience: Theoretical Insights Into Brain Function, eds. P Cisek, T Drew, & J Kalaska.  [abstract | pdf]

  • Pillow JW and Simoncelli EP. (2006). Dimensionality reduction in neural models: an information-theoretic generalization of spike-triggered average and covariance analysis. Journal of Vision, 6(4):414-428.   [abstract | pdf | code]

  • Schwartz O, Pillow JW, Rust NC, Simoncelli EP. (2006). Spike-triggered neural characterization. Journal of Vision, 6(4):484-507.  [abstract | pdf | code]

  • Pillow JW, Paninski L, Uzzell VJ, Simoncelli EP, Chichilnisky EJ. (2005). Prediction and Decoding of Retinal Ganglion Cell Responses with a Probabilistic Spiking Model. Journal of Neuroscience 25:11003-11013.  [abstract | pdf | code]

  • Simoncelli EP, Paninski L, Pillow JW, Schwartz O. (2004). Characterization of neural responses with stochastic stimuli. In M Gazzaniga (ed.) The Cognitive Neurosciences, 3rd edition. MIT Press. [abstract  | pdf (1.2M) | code]

  • Paninski L, Pillow JW, Simoncelli EP. (2004). Maximum likelihood estimation of a stochastic integrate-and-fire neural encoding model. Neural Computation, 16:2533-2561.   [abstract | pdf | code]

  • Pillow JW, Paninski L, Simoncelli EP. (2004) Maximum Likelihood Estimation of a Stochastic Integrate-and-Fire Neural Model. Advances in Neural Information Processing Systems, eds S. Thrun, L. Saul and B. Schölkopf, vol 16, May 2004, MIT Press, Cambridge MA.   [abstract | pdf]

  • Paninski L, Pillow JW, Simoncelli EP. (2004). Comparing integrate-and-fire- like models given intracellular and extracellular data. Neurocomputing 65:379-385.   [abstract | pdf]

  • Pillow JW & Simoncelli, EP. (2003). Biases in white noise analysis due to non-Poisson spike generation. Neurocomputing. 52-54:109-115.   [abstract | pdf]

  • Pillow JW & Rubin N. (2002). Perceptual Completion across the Vertical Meridian and the Role of Early Visual Cortex. Neuron 33(5):805-13.   [abstract | pdf]

  • Zemel RS & Pillow JW (2002). A Probabilistic Network Model of Population Responses. In R Rao, B Olshausen and M Lewicki (eds.) Probabilistic Models of the Brain. MIT Press.   [abstract | pdf]

  • Zemel RS & Pillow JW. (2000). Encoding multiple orientations in a recurrent network. Neurocomputing, 32-33:609-616.   [abstract | pdf]

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