Put double rings on some integer lattice points in the first quadrant of the cartesian plane. From bottom to top, left to right, if coordinate (x,y) and (x,y+1) are have any circles, then put a simple circle on (x+1,y+1). What you obtain is a chinampa. To count certain polycrhony groups we introduce the theory of chinampas and study their enumeration problem.
"Adaptive Nonlinear Vector Autoregression, Robust Forecasting for Noisy Chaotic Time Series" link, with Azimov Sherkhon, Susana Lopez-Moreno, Sieun Lee, and Sangil Kim. We create a neural network (based on NVAR) to estimate time series from caotic dynamical systems with noise.