What are Waves that move the particles of the medium parallel to the direction in which the waves are traveling called?

Longitudinal.

An example of a longitudinal wave is sound. It pushes the medium particles forwards and backwards, parallel to the wave's direction.

Transverse waves cause particles to move perpendicular to the wave. (E.g. visible light, x-rays, microwaves)