In this article:
http://playground.arduino.cc/Main/MAX72XXHardware#Wiring
In particular the circuit of interest is: http://playground.arduino.cc/uploads/Main/MAX72XX_Schematic.jpg
Functionally, capacitors resist changes to voltages. What is the advantage of this in this circuit?