Local Optima are Global Optima for Convex Functions
Students often conflate convexity with strict convexity. While local minima are global for both, strict convexity additionally guarantees that the global minimum is unique. Also, students frequently confuse local minima on a set with stationary points where the gradient is zero.
Institutional Reference: Fundamentals of Optimization
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