The R-Value is a measure of thermal resistance used by the outdoor gear industry so you can compare the warmth offered by camping mats and sleeping bags. Simply a higher R-Value means more insulation and therefore a warmer mat.
A more detailed explanation and the science behind of R-Values can be found here.