It is perfectly reasonable - atheism is a stance on gods, not on karma or reincarnation - however it is uncommon. The meditation parts of it have shown to have health benefits (although this could be placebo effect), as well as being relaxing.
If more of us valued food and cheer and song above hoarded gold, it would be a merrier world. - J.R.R Tolkien