this tutorial shows interpolation techniques in ArcGIS 10.3.
Inverse distance weighting (IDW) is a type of deterministic method for multivariate interpolation with a known scattered set of points.
The assigned values to unknown points are calculated with a weighted average of the values available at the known points.