Yes but it will charge very slowly. And if you are using power demanding programs, it may not even charge at all...
The charger included on the Book is rated at 60 Watts... and the one for the SP3 I think is 30 or 40 Watts...
I would only advice using it when your SB is idle, sleeping or using lightly...