Link prediction benefits from fringe nodes in some datasets but not all.
arXiv research
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We give explicit formulae for fringe lengths of the Calegari-Walker Ziggurats -- i.e. graphs of extremal rotation numbers associated to positive words in free groups. These formulae reveal (partial) integral projective self-similarity in ziggurat fringes, which are low-dimensional projections of characteristic polyhedr…
Wi-Fringe recognizes named gestures using WiFi CSI without training data.
Author reflects on econophysics, a 30-year-old field.
L-Cool improves image and language translation by cooling low-density samples.
Recovering core nodes in hypergraphs from fringe interactions.
We calculated the cross correlations between the half-hourly times series of the ten Dow Jones US economic sectors over the period February 2000 to August 2008, the two-year intervals 2002--2003, 2004--2005, 2008--2009, and also over 11 segments within the present financial crisis, to construct minimal spanning trees (…
A typical way in which network data is recorded is to measure all the interactions among a specified set of core nodes; this produces a graph containing this core together with a potentially larger set of fringe nodes that have links to the core. Interactions between pairs of nodes in the fringe, however, are not recor…
Paper proves convergence of multi-class logistic regression network.
Graph-based methods for anomaly detection and semi-supervised learning.