There's an interesting article in Wipedia that gives quite a lot of information about the style. It doesn't mention about the majorised minor 7ths but it says the defining characteristic is in the rhythm - The thumping bass in 2/4 or 4/4 time with syncopated melody notes above.
Wikipedia - Ragtime article