X-ray Variability of AGNs and Black Hole Masses K. Hayashida$^1$ $^1$Osaka University, Toyonaka, Osaka, Japan\newline X-ray light-curves of AGNs are characterized by random aperiodic variability. We focus on the scaling relation of the variability time scale of AGNs derived from their X-ray light-curves, so that it is used for estimation of central black hole masses (Hayashida et al., 1998, ApJ, 500, p.642). The basic assumptions we made are similarity of the X-ray variability for stellar mass BHs and AGNs, and linear proportionality of BH mass to the variability time scale we defined. We apply the method to various kinds of sources, getting the results like 1) Eddignton ratio of the typical (broad line) Seyfert 1 is about 0.1-1, 2) narrow line Seyfert 1 galaxies have $10^5$-$10^7$ solar masses, while broad line Seyfert 1 do $10^7$-$10^8$ solar masses, 3) low luminosity AGNs, such as LINERs, contain BH of $10^6$ solar masses or larger. In order to verify our mass estimation, we refer to the BH masses estimated through the broad line reverberation mapping. It is found that masses by our method agree within one order of magnitude with those obtained in the broad line method. \\ Nevertheless, the length of the AGN X-ray light-curves investigated so far has been limited to days in most cases, and the time scales investigated have ranged from minutes to days. The MAXI experiment will enlarge the longer time scale side of this range significantly for number of sources. In this paper, we would also illustrate significance of the MAXI experiment on the AGN studies regarding this point, based on our view of the scaling relation of the X-ray variability.