"In February 2006, NCDC transitioned to the use of an
improved Global Land and Ocean data set (Smith and Reynolds analysis,
2005) which incorporates new algorithms that better account for
factors such as changes in spatial coverage and evolving observing
The "global land and ocean data set is Introduction and analyses | Data
There isn't a published reference for this data set at this writing. Check the NCDC WWW site.