{ "id": "1907.05603", "version": "v1", "published": "2019-07-12T07:52:46.000Z", "updated": "2019-07-12T07:52:46.000Z", "title": "Eigenvalues of the non-backtracking operator detached from the bulk", "authors": [ "Simon Coste", "Yizhe Zhu" ], "comment": "18 pages, 4 figures. Comments are welcome", "categories": [ "math.PR", "cs.NA", "math.CO", "math.NA" ], "abstract": "We describe the non-backtracking spectrum of a stochastic block model with connection probabilities $p_{\\mathrm{in}}, p_{\\mathrm{out}} = \\omega(\\log n)/n$. In this regime we answer a question posed in Dall'Amico and al. (2019) regarding the existence of a real eigenvalue `inside' the bulk, close to the location $\\frac{p_{\\mathrm{in}}+ p_{\\mathrm{out}}}{p_{\\mathrm{in}}- p_{\\mathrm{out}}}$. We also introduce a variant of the Bauer-Fike theorem well suited for perturbations of quadratic eigenvalue problems, and which could be of independent interest.", "revisions": [ { "version": "v1", "updated": "2019-07-12T07:52:46.000Z" } ], "analyses": { "keywords": [ "non-backtracking operator", "stochastic block model", "quadratic eigenvalue problems", "connection probabilities", "real eigenvalue" ], "note": { "typesetting": "TeX", "pages": 18, "language": "en", "license": "arXiv", "status": "editable" } } }