Police told ABC7 News that Daniel Patrick Cilley, 33, told them on Monday that he was returning to Los Angeles.
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He's was on probation from Los Angeles County after being convicted earlier this year of harassing a 15-year-old girl.
For years Cilley was known as the self-proclaimed, "Downtown LA Predator." Police say he would videotape women on the street without their permission, then upload the clips to YouTube.
"I'm not a pedophile," said Cilley. "I have a strong sexual desire to connect with women," Cilley added.
ABC7 News learned Cilley was staying with relatives at an apartment complex on College View Drive in Rohnert Park.
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Rohnert Park police said they've been tracking Cilley on social media and it shows he's in skid row.
He has until Thursday to register as a sex offender in Los Angeles County.
Bay City News contributed to this story.