"I think it is great that significant steps are being taken to try and stop cheating. It is very encouraging," he said.
Bradley Wiggins, who picked up two cycling golds in Beijing, described it as a "brilliant move".
And women's sprint cycling champion Victoria Pendleton added: "If it means that more cheats are caught then that has got to be a good thing."
Olympic 400m gold medallist Christine Ohuruogu said: "If you are a clean athlete you have nothing to worry about.
"It is always good for them to keep finding new ways of catching banned
"It is something that is giving us confidence that they are on the ball. Every athlete wants to know they are competing against people who are not cheating."
Canoeist Tim Brabants, who picked up a gold and bronze in Beijing, said: "I'm all for it because we have got to take every opportunity we can to catch drugs cheats."
The IOC's announcement comes 48 hours after reanalysed samples from the Tour de France using the new technology unearthed two drug cheats - Germany's Stefan Schumacher, a double stage winner on this year's race, and Italian Leonardo Piepoli.
The original urine tests had raised suspicions but proved inconclusive.
"The IOC have a policy that allows them to go back up to eight years to retest a sample, but this is the first time they've done so on this scale," BBC sports news correspondent Gordon Farquhar said.
UK anti-doping chief applauds IOC move
"What they're looking at is a new test for third generation EPO. It's a blood-boosting drug which allows more oxygen to be carried in the system, therefore aiding stamina.
"At the moment, cyclists from the Tour de France are having their samples retested and already two more have been found to have been cheating using the substance Cera.
"Now the IOC is going to do the same. They will talk to the World Anti-Doping Agency (Wada) to create a protocol for this, which basically means creating a legal format for the retests, so they can go ahead and examine a substantial number of samples."
Andy Parkinson, acting director of UK Sport's Drug-Free Sport team, told BBC Radio 5 Live: "I think this sends a great message, affirming the strong messages the IOC put out before the Games and demonstrating it continues to be committed to anti-doping.
There was always an expectation that matters wouldn't end with the six positive tests found at the Olympics... and I wouldn't be surprised to see a few more
UK Sport's Andy Parkinson
"Long gone are the days when an athlete gets a negative test after a competition and disappears with the medal forever. What we're seeing is a long-term fight against doping, proving that athletes who cheat are not safe even years after competitions."
The IOC disqualified six athletes for doping during the Beijing Games - Ukrainian heptathlete Lyudmila Blonska, Ukrainian weightlifter Igor Razoronov, Greek hurdler Fani Halkia, North Korean shooter Kim Jong Su, Spanish cyclist Isabel Moreno and Vietnamese gymnast Thi Ngan Thuong Do.
Three other cases are still pending, with Belarusian hammer throwers Vadim Devyatovskiy and Ivan Tsikhan having been given until 17 October provide more information explaining why they tested positive for testosterone.
A decision is due shortly in the case of Polish canoeist Adam Seroczynski, who tested positive for Clenbuterol.
However, Parkinson admits more anti-doping violations are likely following the retests, adding: "All athletes that need high-intensity training would benefit from Cera, and that includes sprinters, long-distance runners, cyclists, Nordic skiers and so on.
"There was always an expectation that matters wouldn't end with the six positive tests found at the Olympics. Already three more are under suspicion and I wouldn't be surprised to see a few more."
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