Who is under that hood?

Madonna, is found under that black hood. She was photographed as she left her apartment in New York City, where she's rehearsing for an upcoming tour. What about those red three-quarters she is wearing, with some trim lace on the bottom. What is the story with that? (source: PEOPLE)