Is there an entomologist in the house?

Despite having a cockroach as an occasional coblogger, I know very little about insects. So I need your help in identifying the pesky pests that staged a large-scale invasion of my house yesterday. Do you know what these are? How do I get rid of them and discourage them from returning?