Thanks to the superb knowledge of Lauren Scott, ESRI's prime Geoprocessing Spatial Statistics Product Engineer, here is a list of excellent resources to get you started on the road of spatial statistics.
Short Videos
Tutorials/Training
Online Documentation
ArcUser Articles