Argmax 2026-11-05
The argmax of a function is the set of inputs where its largest value is attained:It records global maximizers, whereas records the value. For , the argmax on is and the maximum value is zero. If is constant, every input belongs to the argmax.
The argmax can be empty: on has supremum one but never attains it. A continuous function on a nonempty compact set does attain its maximum by the extreme value theorem. Writing a single input as an argmax therefore implicitly assumes uniqueness or specifies a rule for choosing between ties. This distinction matters when an optimization problem is used to define an estimator.
Global maximizer 2026-11-05
A global maximizer of is a point satisfying for every . The global maximum is the attained value ; argmax collects all points attaining that value:The set can be empty or contain many points. For on the real line, the global maximum is one and the global maximizers are , . No single representative is specified by the optimization problem.
A stationary point is a different kind of condition. For a differentiable function on an open real interval, an interior global maximizer has zero derivative, but the converse fails: has zero derivative at zero without a local maximum. A boundary global maximizer need not have zero derivative either; on attains its largest value at the right endpoint.
The extreme value theorem supplies a useful sufficient existence condition: a continuous function on a nonempty compact set attains its maximum. Compactness is sufficient, rather than necessary; the cosine example attains a global maximum on the noncompact real line.
Global maximum Created 2026-09-24 Updated 2026-11-05
A global maximum of a real-valued function is an attained value such that for every . The point attaining it is a global maximizer; several different points can attain the same value.
For example, on the real line has global maximum one at zero. The function on the open interval has supremum one but no global maximum, because one is not an allowed input. A global maximum is one type of extremum of a real-valued function; a global minimum reverses the inequality.