Thanks for the answer. I'm using Neo4J embedded and I didn't change the
default configuration. I just started the database by doing this:
GraphDatabaseService targetDB = new
EmbeddedGraphDatabase("/home/fmagalhaes/GraphDB/DistDB");

I'm not creating a HashMap to set properties like described here: 
http://docs.neo4j.org/chunked/milestone/configuration-introduction.html
http://docs.neo4j.org/chunked/milestone/configuration-introduction.html . Do
you think this can be the problem?

I'm running this program on a computer with 4 GB of memory and I'm working
with a relatively small graph (database has around 20 MB).

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