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Showing 1 to 5 of 5 for “"Graphon"”.
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Graphon Mean Field Games with Finite States and Forecasting Models for the Energy Market
… Cordoni, focuses on the mathematical analysis of graphon mean field games (GMFGs), a generalisation of classical MFGs that allows for heterogeneous and structured interactions among agents. The study considers finite state spaces and establishes results on the existence and uniqueness of …
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Adsorption of binary vapor mixtures into solids
… vapor mixtures on Cab-O-Sil and on Graphon at 20, 30, and 40°C were measured at constant total pressure. The adsorption isotherms for the pure components were also obtained. The ethanol/Graphon isotherms were intermediate between Types II and III; for the other systems, Type II …
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Latent variable model estimation via collaborative filtering
… datasets, which has implications towards sparse graphon estimation. The algorithms can be applied in a variety of settings, such as recommendations for online markets, analysis of social networks, or denoising crowdsourced labels.
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Representation learning for non-sequential data
… such as chemical molecules. This method uses the graphon, a probabilistic graphical model from mathematics, as inspiration for the decoder. Furthermore, an adversary is employed to force the distribution of vertex encodings to follow a target distribution, so that new graphs can be generated by …
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Statistical inference in complex networks: community detection, change-point detection, link prediction, and two-sample testing
Submission published under a 24 month embargo labeled 'Closed Access', the embargo will last until 2027-08-01