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Hi Nitin,
Yes you are correct, Ubuntu 12.04 stable uses Eigen 3.0.X. You can do any of the following;
Mrinal Kalakrishnan's STOMP libraries also require at least eigen 3.1. He got around the issue by catkinising eigen here https://github.com/kalakris/eigen. Though I wouldn't necessarily recommend that.
Hope this helps, Jeremy