The application provides a kind of identification method and device for commercial aggregation area, comprising obtaining the scene data, performance data, MDT data and work parameter data of the area to be identified after preprocessing, inputting the scene data, performance data, MDT data and work parameter data into target
decision tree model to obtain predicted scene data, predicted performance data, predicted MDT data and predicted work parameter data with data
label as commercial nature;Based on predicted work parameter data, the predicted scene data is supplemented with scene
missing data to obtain target scene data;The comprehensive total
score data is obtained by scoring calculation on predicted performance data and predicted MDT data;The density clustering grouping result is obtained by density clustering grouping on target scene data and comprehensive total
score data, and the commercial aggregation area is identified from the area to be identified according to the density clustering grouping result, so that the identification result is more convincing, and the identified commercial aggregation area is more accurate through comprehensive scoring combined with scene data.