libippicv.a is a third party library, so you need to explicitly provide it during compilation or make it part of your execution environment.
It is located in ~/OpenCV/opencv-3.1.0/3rdparty/ippicv/unpack/ippicv_lnx/lib/intel64/
Also, provide cmake -DWITH_IPP=ON at the time of Makefile generation.