Zulfia Invexity: Structural Origin and Emergence of Invexity

Invexity generalizes convexity by replacing linear displacement with an admissible direction map-ping, ensuring global optimality of stationary points beyond convex settings. However, the admissibledirection is externally specified, and its structural origin remains unexplained.In this paper, we introduce Zulfia Invexity as a source-generative framework in which admissibledirections are derived from an underlying structural object associated with the function. A residualformulationR(x, u) = f (x) − f (u) − ∇f (u) · η(x, u) ≥ 0is developed, providing an intrinsic certificate of optimality and yielding sufficiency results withoutrestrictive geometric assumptions.We establish that invexity arises as a directional consequence of this structure and demonstrate thatZulfia Invexity defines a broader class of functions for which global optimality holds. Structural com-parisons, dominance results, and applications to failure and survival models are presented, providinga unified perspective in which optimality is generated rather than imposed.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-19
DOI
https://doi.org/10.5281/zenodo.22840925
Primary Topic
Risk and Portfolio Optimization
Type
article
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Zulfia Invexity: Structural Origin and Emergence of Invexity

DR. ZULFIQAR ALI KHAN
Zenodo (CERN European Organization for Nuclear Research)
Risk and Portfolio Optimization
article

Zulfia Invexity: Structural Origin and Emergence of Invexity

DR. ZULFIQAR ALI KHAN
article en

Abstract

Invexity generalizes convexity by replacing linear displacement with an admissible direction map-ping, ensuring global optimality of stationary points beyond convex settings. However, the admissibledirection is externally specified, and its structural origin remains unexplained.In this paper, we introduce Zulfia Invexity as a source-generative framework in which admissibledirections are derived from an underlying structural object associated with the function. A residualformulationR(x, u) = f (x) − f (u) − ∇f (u) · η(x, u) ≥ 0is developed, providing an intrinsic certificate of optimality and yielding sufficiency results withoutrestrictive geometric assumptions.We establish that invexity arises as a directional consequence of this structure and demonstrate thatZulfia Invexity defines a broader class of functions for which global optimality holds. Structural com-parisons, dominance results, and applications to failure and survival models are presented, providinga unified perspective in which optimality is generated rather than imposed.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 7%
Risk and Portfolio Optimization
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