I think that one is just a misnomer. The end of the 19th century was a period of rapid economic growth and expansion. I don't think "the long depression" is anything more than modern Keynesian economists misinterpreting economic history.

I'm not any sort of expert on this period, though, so I'd be interested to see evidence that the standard of living was actually depressed in this period.