This setting can be found in server.xml under your Tomcat 7 configuration directory. For example, on Ubuntu, this is /etc/tomcat7/server.xml, and the setting is part of the <Host>
element:
<Host name="localhost" appBase="webapps"
unpackWARs="true" autoDeploy="true">