16 citations · 35 across the 13 of their papers we have counts for
3 papers · 1 filter
Optimizing the Induced Correlation in Omnibus Joint Graph Embeddings
Konstantinos Pantazis, Michael Trosset, William N. Frost +2
Theoretical and empirical evidence suggests that joint graph embedding algorithms induce correlation across the networks in the embedding space. In the Omnibus joint graph embeddin…
Consistent estimation of generative model representations in the data kernel perspective space
Aranyak Acharyya, Michael W. Trosset, Carey E. Priebe +1
Generative models, such as large language models and text-to-image diffusion models, produce relevant information when presented a query. Different models may produce different inf…
Continuous Multidimensional Scaling
Michael W. Trosset, Carey E. Priebe
Multidimensional scaling (MDS) is the act of embedding proximity information about a set of objects in -dimensional Euclidean space. As originally conceived by the psychomet…