Search Results for author: Piotr Sokół

Found 2 papers, 0 papers with code

Graph Vertex Embeddings: Distance, Regularization and Community Detection

no code implementations9 Apr 2024 Radosław Nowak, Adam Małkowski, Daniel Cieślak, Piotr Sokół, Paweł Wawrzyński

Graph embeddings have emerged as a powerful tool for representing complex network structures in a low-dimensional space, enabling the use of efficient methods that employ the metric structure in the embedding space as a proxy for the topological structure of the data.

Community Detection

Hida-Matérn Kernel

no code implementations15 Jul 2021 Matthew Dowling, Piotr Sokół, Il Memming Park

We present the class of Hida-Mat\'ern kernels, which is the canonical family of covariance functions over the entire space of stationary Gauss-Markov Processes.

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