The principal goal of this book is to introduce a series of high-dimensional statistical methods that have been developed to map and estimate the genetic architecture of complex traits, with a hope that statistical mapping approaches can be immediately useful to proactical genetic and genomic research in agriculture, evolutionary biology and health sciences.