Abstract: New recording technologies are transforming neuroscience, allowing us to measure the spiking activity of thousands of neurons in freely behaving animals. These technologies offer exciting opportunities to link brain activity to behavioral output, but they also pose serious statistical challenges. Neural and behavioral data are noisy, high-dimensional time-series, and in experiments...