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Preprint . 2026
License: CC BY NC ND
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY NC ND
Data sources: Datacite
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Mathematical Foundations for Topological Decision Intelligence: A Unified Formalism for the Deliberative Assembly, Market Topology Engine, and Mind of the Buyer

Authors: Fischer, Kim Lawrance;

Mathematical Foundations for Topological Decision Intelligence: A Unified Formalism for the Deliberative Assembly, Market Topology Engine, and Mind of the Buyer

Abstract

This paper establishes the shared mathematical foundation for three applications built on a common topological framework: a Deliberative Assembly for decision intelligence, a Market Topology Engine for consumer sentiment, and a Mind of the Buyer system for product launch prediction. The mathematics is defined once and inherited by each domain. The framework comprises: a Riemannian identity manifold with cultural coordinate patches, non-orientable surfaces (Möbius strip, Klein bottle) that eliminate artificial dichotomies, wave propagation with forced equilibrium analysis and the Fredholm alternative, Weyl-Tang quadratic voting for consensus formation, Active Inference for belief updating, and geodesic interpolation for few-shot inference from partial data. Numerical validation across three surfaces, two metric conditions, 1000 paired runs, and 144 parameter conditions confirms that the topological effect is universal and requires no parameter tuning.

Keywords

cultural coordinate patches, psychometrics, wave mechanics, Riemannian manifold, quadratic voting, Active Inference, geodesic interpolation, topological decision intelligence, non-orientable surfaces

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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