, neural network and random forest) to predict the innovation effect of a new administrative hierarchy on intercity connections …. The key findings indicate the following. (1) The innovation effect of administrative hierarchy on intercity connections is … asymmetric in twin cities. (2) For the city with a later-higher administrative hierarchy (LHC, Chongqing in this case), the …