We observe the heavy-tailed distribution of cycles in solving some graph coloring instances.

The estimation of tail index for regular variation heavy-tailed distributions aroused our concern, many scholars proposed several methods, but all of them have some disadvantages.

By analyzing the imbalance and heavy-tailed distribution of Internet traffic, a heavy-tailed traffic based classification model for quantitative analysis is proposed.