The correct answer is known as a "psychoanalyst".
A Psychoanalyst is a person, who studies psychoanalysis. Psychoanalysis is described as a series of theories and healing techniques (therapy) which is associated with the research of the unconscious thinking/mind of a person, which together form a technique of remedy for mental-health problems.