The main aim of this study is to investigate the self-relation and self-similarity of earthquakes in and around the Marmara Sea (NW Turkey) by using these obtained source parameters. With this purpose, spectral source parameters for 77 small to moderate earthquake (3.5 <= M-L <= 5.2) that occurred during 2004-2018 have been determined from P and S wave spectra according to Brune's source model by using regional broadband seismograms. The average ratio of P/S wave corner frequency is found to be 1.3 that suggesting higher corner frequency for P wave. The static stress drops range from 0.1 and 136 MPa with a median value of 9.8 MPa (98 bars). The high stress drops for these events can indicate high frictional strength and low strain-rate of the faults. Similarly, the low values of the stress drop can indicate a general weakness of the faults in the study area. There is no clear dependence between the seismic moment and the static stress drop in the analyzed events but some events which have lower seismic moment value also have lower stress drop. Obtaining results indicated the corner frequency decreases with increasing of the seismic moment. Also, a slight depth dependence of the corner frequency has been observed for the analyzed events. Shallower events have larger corner frequency value than deeper events. Also, a clear depth dependence of the stress drop values has not been observed. However, the depth dependence of the seismic moment is seen more clearly. Our results indicated that the deeper events have larger seismic moment values in the study area. In spite of scattering in small events, a linear relationship between local magnitude (M-L) and moment magnitude (M-W) could be obtained as M-W = 1.4261(+/- 0.31) + 0.6399(+/- 0.08)M-L from P waves spectra and M-W = 0.0136(+/- 0.21) + 0.9883(+/- 0.05)M-L from S wave spectra and calculated M-W values are consistent with waveform inversion (centroid moment tensor - CMT) results. These relationships may be useful for seismic hazard studies in the study area.