First Check that the package is installed or not by using the command
rpm -qa mysql-server
it gives you the status of package,if the package is installed it it will shows it version number, other wise nothing is shown, when command is executed.
for installation use the following commands,
yum -y install mysql-server
for as a start up service use the following command.
service mysqld start
chkconfig mysqld on