The invention discloses a device for classifying dynamic electrocardio data. The device comprises an electrocardio 
data collecting device, an electrocardio information 
database, an electrocardio index obtaining device, an electrocardio index screening device, a 
feature combination obtaining device, a classifier screening device and a 
classification result output device, wherein the electrocardio index screening device is used for carrying out 
difference analysis on electrocardio indexes to screen out electrocardio indexes with significance differences, the 
feature combination obtaining device is used for carrying out 
feature combination on at least two items in the electrocardio indexes, with the significance differences, screened by the electrocardio index screening device to obtain a plurality of feature combinations, the classifier screening device adopts a plurality of classifiers for testing the feature combinations obtained by the feature combination obtaining device so as to screen out the optimum classifier and the optimum feature combination, the 
classification result output device is used for receiving the personnel information of patients and 
pathological data relevant to the 
heart activity state, classifying the 
pathological data, relevant to the heart activities, of the patients according to the optimum feature combination and the optimum classifier screened out by the classifier screening device, and outputting the classification results.