UPDATE: Bioshock: The Collection Officially Announced

Update:

After spoiling their own announcement by allowing a website to go live early, 2K officially announce Bioshock: The Collection. The Collection will include all three games, as well as all the DLC released for each of them, though Bioshock 2's multiplayer will not be included. 
The Collection will also include a commentary called Imagining Bioshock, with director Ken Levine and Lead Artist Shawn Robertson. 

The Collection is being done by Blind Squirrel Games, who worked on the dvelopment of Bioshock Infinite with Irrational Games during its initial release. Players can expect to see The Collection September 13 in North America, Sept 16 in the United Kingdom and will cost $60. 

Original Story:

An official website for Bioshock: The Collection recently appeared, discovered by All Games Delta. The website has since been taken down, redirecting back to 2K's official website, but AGD managed to get some screenshots that had been posted to the site via 2K Servers. 

While I haven't played the Bioshock games myself, I can appreciate what they brought to games as a whole, and am certainly interested in seeing this long-rumored Collection come to fruition.