The players should occupy the full width of the container enclosing them. Normally this would be the page content area.
I have achieved responsive layouts where the player player occupies one half or one third of the page width changing to the full width on narrow/mobile devices by putting the audio album shortcodes within a column.
If your theme does not already include features for creating columns, a columns plugin can be used to achieve a similar display.