Madonna is expected to release a greatest hits compilation in early autumn.
The disc will be the singer's final album with Warner Records after she reportedly signed a $120 million (£86.6m) deal with concert promoter Live Nation.
"We're hoping to have a greatest hits package come out in September, we're all very excited about it," her publicist Liz Rosenberg told People.
The star is expected to record a number of new tracks to be included on the collection.
"Madonna does have plans to go into the studio to record a few new songs for this album," Rosenberg added.
Meanwhile, fans of the singer were asked to choose their favourite records to include on the LP.
"Working on Madonna's greatest hits album. Any tracks that you think must be on?" manager Guy Oseary wrote on his Twitter account.
"Thank you to everyone that gave me their pick of song ideas for Madonna's greatest hits.. i will pass along all your thoughts," he later added.
Madonna has previously released two singles collections, The Immaculate Collection in 1990 and GHV2 in 2001.