In 2005, non-innerspring mattresses made up 9% of mattresses shipped and 22.3% of the dollar value of the mattresses shipped, according to the International Sleep Products Association. Why? They're more expensive. A queen-size innerspring mattress set could set you back about $699, according to Furniture/Today. A queen-size Sleep Number set runs between $849 and $899.