EventsThe 2nd International Online Conference on Mathematics and Applications
Published
This submission belongs to the session S1. Algebra, Geometry, Topology and Logic with Applications of the event The 2nd International Online Conference on Mathematics and Applications
Published date
04 Jun, 2026
Academic Editor
author-avatarIrina Cristea
Citation
Adil Ahmad Mughal, Spectral Radius Thresholds and Higher Homotopy in Random Simplicial Complexes, in Proceedings of The 2nd International Online Conference on Mathematics and Applications, 10 June–12 June 2026, MDPI: Basel, Switzerland
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Spectral Radius Thresholds and Higher Homotopy in Random Simplicial Complexes

Adil Ahmad Mughal 1
1. Department of Economics, Forman Christian College University, Lahore 54600, Pakistan, Pakistan
Abstract

Introduction: We develop a spectral–topological framework linking the spectral radius of data matrices to the emergence of higher homotopy groups in associated simplicial complexes. Using a Hurewicz-type principle, we show that spectral growth governs both the birth and collapse of higher-order topological structure. The approach provides a computationally tractable alternative to persistent homology, with rigorous results for low dimensions and principled conjectures in general.

Methods: Given a sequence of symmetric matrices An, we constructed clique complexes Xn via thresholding. Spectral radius ρ(An) was used as the governing control parameter. Algebraic-topological tools (Hurewicz theorem, homology–homotopy correspondence) and probabilistic asymptotics were combined to study limiting behavior as n → ∞.

Results: Theorem 1 Spectral Threshold for π2: There exist deterministic thresholds 0 < ρ2 < ρ2+ such that π2(Xn) is nontrivial with high probability if and only if ρ(An) ∈ (ρ2, ρ2+). Full formal proof will be provided in the paper.

Theorem 2 Limiting Law for Homotopy Rank: For k = 2, n-1rank(π2(Xn)) converges in probability to a continuous function of ρ(An). Full formal proof will be given in the paper.

Conjecture 1: Spectral thresholds (ρk, ρk+) exist ∀k ≥ 2.

Conjecture 2: A deterministic limiting law holds for n-1rank(πk).

Conjecture 3: Centered homotopy ranks satisfy asymptotic normality.

Conclusion: The results establish spectral radius as a unifying scalar invariant governing higher-order topology. The framework connects spectral graph theory, Hurewicz-type arguments, and random topology, opening a path toward scalable inference of homotopy without full persistence. Related frontier work includes Kahle (random complexes), Linial–Meshulam models, and recent spectral-TDA (topological data analysis) connections in applied topology.

Keywords
spectral radius
homotopy groups
Hurewicz theorem
random complexes
topological data analysis
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