d(x, y) := ‖x − y‖ =√〈x − y, x − y
so a Euclidean distance is a distance from point x to point y, so the shortest path (a straight line). I don't understand the difference between distance and Euclidean distance. Isn't distance also a dot product? how would you do the calculation?