The invention discloses a data exception identification method and device,
computer equipment and a storage medium, and belongs to the technical field of
big data. Firstly, to-be-processed data is extracted, and the to-be-processed data is decomposed into a plurality of
data point sets through a data segmentation technology; then, a
risk assessment model of a plurality of preset isolated trees is adopted, the model is composed of the isolated trees with the number equal to that of the
data point sets, and each tree is abandoned to specially process one
data point set; by calculating the
path length of the data points in each isolated tree, the isolation degree of the data points is evaluated, and a corresponding
score is generated. And finally, according to a preset abnormal
score threshold, automatically identifying an isolated tree with abnormally
high isolation degree, and judging the corresponding data
point set as an abnormal data
point set. The invention further relates to the technical field of block chains, and the
data stream is stored on the block chain node. According to the method, the advantages of
data decomposition and the multi-isolated tree model are effectively combined, accurate identification of data exception is realized, and the
data processing efficiency and accuracy are improved.