Any person maintaining, controlling or supporting a house of prostitution as defined in this chapter, shall be guilty of a felony punishable by imprisonment for not less than two (2) years nor more than twenty (20) years, or by a fine of not less than one thousand dollars ($1,000) nor more than fifty thousand dollars ($50,000), or by both such fine and imprisonment.