Scalable Hypergraph Learning and Processing A hypergraph allows a hyperedge to connect more than two vertices, using which to capture the high-order relationships, many hypergraph learning algorithms... J Huang,R Zhang,JX Yu - IEEE International Conference on Data Mining 被引量: 9发表: 2015年 ...
Q: How can Cleora be so fast and accurate at the same time? A: Not using negative sampling is a great boon. By constructing the (sparse) Markov transition matrix, Cleora explicitly performs all possible random walks in a hypergraph in one big step (a single matrix multiplication). That's...
Cleora is built as a multi-purpose "just embed it" tool, suitable for many different data types and formats. Cleora ingests a relational table of rows representing a typed and undirected heterogeneous hypergraph, which can contain multiple: ...