Let denote the displayed matrix of excess-return coefficients. If it were invertible, choose with . Hold units of the three risky investments and short units of the risk-free asset. Initial net cost is zero. The terminal payoff isThis is a guaranteed arbitrage, contradicting the assumption. HenceThe contradiction does not require guessing probabilities for the factors: invertibility would allow simultaneous cancellation of both random exposures while keeping a nonzero constant gain.
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