Mathematics for Economists: An Introductory Textbook by Malcolm Pemberton, Nicholas Rau (Paperback, 2015)

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Building up gently from a very low level, the authors provide a clear, systematic coverage of calculus and matrix algebra. The second half of the book gives a thorough account of probability, optimisation and dynamics.