Figure 1: A contour plot of a 2-dimensional problem with the three directions indicated: Parent 1 direction is from to ; Parent 2 direction is from to ; the common direction is a horizontal dotted line, starting at towards the positive values on the axis. The three “stars" represent the three points stopped on the three paths with no further improvement.