I get “The PHP Date/Time library is not supported by your web host.” on my CentOS host, what library to I need to install to add support?

Upgrade to PHP 5.2 or above

The Error Message you see is by WordPress. It’s very misleading what it basically saying is, that you need a PHP version >= 5.2 for that feature to work.

Please look into your operating systems documentation or contact technical support on how to update your PHP version. For CentOS, for example: CentOS HowTos: PHP 5.1 To 5.2

Keep Timezones Upgraded

To get the most out of PHP Timezone support, there is a PECL package that contains all the latest updates: timezonedb.

So next to upgrading PHP to a recent version, you can install that PECL package and keep it updated to get the latest timezone updates (last one was on August 16):

$ yum install php-pear php-devel
$ pecl install timezonedb