Geocoding is the process of estimating a latitude and longitude for a given location. JGeocoder is a free Java geocoder. This project is loosely modeled after Geo::Coder::US, a Perl module available for download from the CPAN.
This library is handy. It can parse single line addresses but still has some kinks to be worked out.