Do different type of knots affect the breaking strength of a rope?

yes

* Added - A rope is weakened by any knot, with the "worst" knots taking away as much as 60% of the ropes strength. This is why sailors and professionals learn a wide variety of knots, hitches, and bends to use the best one for the job.