The Galactic massive black hole ( MBH ) , with a mass of M _ { \bullet } = 3.6 \times 10 ^ { 6 } M _ { \odot } , is the closest known MBH , at a distance of only 8 \mathrm { kpc } . The proximity of this MBH makes it possible to observe gravitational waves from stars with periapse in the observational frequency window of the Laser Interferometer Space Antenna ( LISA ) . This is possible even if the orbit of the star is very eccentric , so that the orbital frequency is many orders of magnitude below the LISA frequency window , as suggested by Rubbo et al . ( 48 ) . Here we give an analytical estimate of the detection rate of such gravitational wave bursts . The burst rate is critically sensitive to the inner cut-off of the stellar density profile . Our model accounts for mass-segregation and for the physics determining the inner radius of the cusp , such as stellar collisions , energy dissipation by gravitational wave emission , and consequences of the finite number of stars . We find that stellar black holes have a burst rate of the order of 1 { yr ^ { -1 } } , while the rate is of order \lesssim 0.1 { yr ^ { -1 } } for main sequence stars and white dwarfs . These analytical estimates are supported by a series of Monte Carlo samplings of the expected distribution of stars around the Galactic MBH , which yield the full probability distribution for the rates . We estimate that no burst will be observable from the Virgo cluster .