I got the solution ..
Downladed the Linux package(postgresql-9.1.11-1-linux-x64.run) from the link below and execute as root,
./postgresql-9.1.11-1-linux-x64.run
All the dependencies are included with this package.
http://www.enterprisedb.com/products-services-training/pgdownload