In this chapter, we briefly review some of the mathematical preliminaries that will be needed throughout the monograph. These include a brief review of the most pertinent concepts and results in the theories of vector spaces, matrices, convexity, and graphs. Proofs of several of these results are included to make this chapter as self-contained as possible.
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