<p>Well... if you remove to be out of the sentence it would make "is known a frequent gambler" and I don't think (I think) there's any other way to replace to be</p>
<p>Neither Known as nor Known to be is wrong. i think thats where your getting confused, because they both work. Thus the sentence is correct as it is, but its also correct if they put AS.</p>