To edit a bookmark, click on the pencil icon that appears next to each bookmark. This will bring up the Edit Bookmark window.
The easiest way to remove a bookmark is to drag it to the top of the page, and drop it on the red trash bin section. Or click on the pencil icon to bring up the edit window, and click on "Delete Link".