- 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