• define Temporal Edges in lobby graph
  • which temporal edge fundamentally affect the politics?
  • temporal edges among the most hevaily edged actors - company

General notion about generating subgraph upon semantic query

Comprised of 1) direction 2)semantic-label

Find T: (G, Q) -> G' where |G'| < |G| for a given semantic query Q such that SIM(Q, EMBED(G')) >> SIM(Q, EMBED(RANDOM(G')))

*RANDOM := Random Graph sampling

*EMBED := any selcted Graph Embedding Algorithm

*SIM := Similarity Measure between Semantic and Graph-Embedding

Prepare latent space that generates subgraph when decoded. This will let the users to easily configure which subgraph of entire graph is required to be attended upon users' own semantic query/questions.

Mining integrated semantic networks for drug repositioning opportunities semantic subgraphs for drug interaction analysis https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4736989/pdf/peerj-04-1558.pdf

https://arxiv.org/pdf/1910.08288.pdf

https://pdfs.semanticscholar.org/f947/5f2ef3c186e17be45fa7ea7ca1c7537bb1ae.pdf

http://web.stanford.edu/class/cs341/project/Zhang-Yang-Lou_report.pdf

Small subgraph patterns in networks, called network motifs, are crucial to understanding the structure and function of these systems. https://cs.stanford.edu/people/jure/pubs/motifs-wsdm17.pdf

However, the role of network motifs in temporal networks, which contain many timestamped links between the nodes, is not yet well understood.

. However, many systems are not static as the links between objects dynamically change over tim

https://snap.stanford.edu/higher-order/