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cs.SI2022★ 1 cited
A flexible PageRank-based graph embedding framework closely related to spectral eigenvector embeddings
Disha Shur, Yufan Huang, David F. Gleich
We study a simple embedding technique based on a matrix of personalized PageRank vectors seeded on a random set of nodes. We show that the embedding produced by the element-wise lo…
cs.LG2022
Topological structure of complex predictions
Meng Liu, Tamal K. Dey, David F. Gleich
Complex prediction models such as deep learning are the output from fitting machine learning, neural networks, or AI models to a set of training data. These are now standard tools…