Multi-layeredNetworkExplorationviaRandomWalks:FromOfflineOptimizationtoOnlineLearningXutongLiu1JinhangZuo2XiaoweiChen3WeiChen4JohnC.S.Lui1Abstractusedasaneffectivetoolfornetworkexploration(Lvetal.,...
NetGANwithoutGAN:FromRandomWalkstoLow-RankApproximationsLucaRendsburg1HolgerHeidrich1UlrikevonLuxburg12Abstractstructure(suchasthecommunitystructure,thecharacteris-ticpathlengths,etc).Beingabletocr...
RandomWalksonHypergraphswithEdge-DependentVertexWeightsUthsavChitra1BenjaminJRaphael1Abstractbetweengroupsofproteinsinproteincomplexes(Ramadanetal.,2004;Ritzetal.,2014).Hypergraphsareusedinmachinel...
NetGAN:GeneratingGraphsviaRandomWalksAleksandarBojchevski1OleksandrShchur1DanielZu¨gner1StephanGu¨nnemann1AbstractAnincreasinglypopularwaytoaddressthisissueinotherfieldsisbyswitchingfromexplicit(...