Before revision:  We demonstrate our approach using synthetic data containing traditional and nontraditional spatial dependence and using data on Thomson's gazelle in Tanzania .
After revision:  We demonstrate our framework using six synthetic occupancy data sets and two real data sets. Our results demonstrate how to identify and model both traditional and nontraditional spatial dependence and using data on Thomson's gazelle in Tanzania .