'Graphical Dirichlet Process for Clustering Non-Exchangeable Grouped Data', by Arhit Chakrabarti et al.

http://jmlr.org/papers/v25/23-1048.html

#clustering #clusters #hypergraph

Graphical Dirichlet Process for Clustering Non-Exchangeable Grouped Data

https://youtu.be/R7k4N_eJw0U?si=QtWA4ZE7Z_aAKHAC
#hypergraph and #metagraph for #ai #agentmemory . How to move complexity to structural relations
Hypergraph and metagraph for human like ai agent memory.

YouTube
Metagraphs and Hypergraphs for complex AI agent memory and RAG

We have many papers about Knowledge graphs and how they help LLM fight hallucinations and give more accurate answers. Graphs are everywhere. Graphs are pure mathematical structures of sets of nodesโ€ฆ

Medium

I thought I remembered someone here was working on a library to create and analyse #hypergraphs (potentially in #rust but I'm not sure).

Does anyone know who that might be? I wanted to check the library but I haven't been able to find it (or if I have, I did not recognize it).

Basically, anyone working on a hypergraph library, please ping me ๐Ÿ˜‰

#complexNetworks #networkAnalysis #graphAnalysis #graphTheory #networkTheory #hypergraph

https://volodymyrpavlyshyn.medium.com/personal-knowledge-graphs-in-relational-model-39528f1ee45b

So, go from #directedgraph to #hypergraph on steroids.

How does #namedgraph help us simplify structure? When using a different kind of graph.

Yep, all this is a pure relational model that works better with a #datalog. Relational databases could be a good choice for #personalknowledge #graphs and #ai #empowered applications

Personal Knowledge Graphs in Relational Model - Volodymyr Pavlyshyn - Medium

Various graph databases offer functionalities with a wide range of graph-oriented query languages, from Cypher to graphQL and custom ones. Graph databases could be optimized for storing andโ€ฆ

Medium

'Augmented Sparsifiers for Generalized Hypergraph Cuts', by Nate Veldt, Austin R. Benson, Jon Kleinberg.

http://jmlr.org/papers/v24/22-0305.html

#hypergraph #hyperedge #edges

Augmented Sparsifiers for Generalized Hypergraph Cuts

The Why, How, and When of Representations for Complex Systems
(2021) : Torres, Leo et al
DOI: https://doi.org/10.1137/20m1355896
#graph_theory #hypergraph #complex_systems #simplical_complexes #__important #dependency #my_bibtex
Symposium on Experimental Algorithms, SEA
(2021) : Coudert, David Natale, Emanuel...
DOI: https://doi.org/10.4230/LIPICS.SEA.2021.0
#document_retrieval #algorithm #hypergraph #a_star #my_bibtex
DROPS - Front Matter, Table of Contents, Preface, Conference Organization

'Knowledge Hypergraph Embedding Meets Relational Algebra', by Bahare Fatemi, Perouz Taslakian, David Vazquez, David Poole.

http://jmlr.org/papers/v24/22-063.html

#relational #hypergraph #relations

Knowledge Hypergraph Embedding Meets Relational Algebra