Graph Analysis using Wave Equation and Heat Equation: The wave equation and heat equation are applied to the graph to analyze dynamic and transitional patterns within the network structure. For each ...

However, traditional methods' graph structure node learning and discrete neural architecture are not sensitive to issues such as sudden changes, time variance, and irregular sampling often found in ...

We propose a novel Flippable Siamese Differential neural Network (FSDiffNet) architecture for differential graph inference problems. Theoretically, we first introduce the concept of filppability and ...

Multimodal optimization is a very difficult task to search for all optimal solutions at once in optimization problems with multiple optimal solutions. Speciation using proximity graphs has been ...

Simultaneous differential equations are no different; in order to find out the solutions to a series of differential equations, plot both graphs on the same x-y axis.

Nicholas C. Wormald, Differential Equations for Random Processes and Random Graphs, The Annals of Applied Probability, Vol. 5, No. 4 (Nov., 1995), pp. 1217-1235 ...