Agent based reasoning for the non-linear stochastic models of long-range memory

► We extend Kirman's model by introducing variable event time scale. ► Proposed agent based model is compared to the stochastic model of financial markets. ► Agent based model serves as a microscopic reasoning of power law statistics.