This thesis is highly desirable to investigate compatibility-oriented fashion recommendation schemes. Specifically, it mainly involves two tasks: 1) outfit compatibility modeling, aiming to assess the matching degree of a given set of complementary items; and 2) personalized outfit recommendation, targeting recommending the well-matched outfits for the user according to his/her personal preference.