I have been living a little further up Eastern Parkway ( East) for more than ten years and touch wood have never had an issue. I have visitors from London staying coming home at all hours of the night after clubbing in Manhattan and never had a problem. That said I do think if you do not feel safe in an area, you will be the one that gets picked on.
Crime does happen everywhere. No neighborhood is immune from it.