Hhm .. unfortunately the audit log entries doesn't allow much granular customization in terms of the fine detail as what to log (I have tried), but the most simple and fast way is to set a filter on the security logs (i.e. Only display certian Event ID), or use network monitoring software to filter out all those unwanted logs.
If space is going to be a major concern for you (see the logs will definitely grow faster than before), than I will definitely use a network monitoring software to remote offload the logs to somewhere else with LARGE datastorage, and keep a LIMIT on the servers' security log size.
This will prevent any sudden LARGE GROWTH of the logs and crash your server.
Hope this helps.