Reference
Some enlightening source for reference.
Literature
Time Series
Dynamic Graph
Survey from Beck (15): The State of the Art in Visualizing Dynamic Graphs ~ Broswer
Multivariate Network Visualization (Book, 13): temporal multivariate network
Task Taxonomy (14): A Task Taxonomy for Network Evolution Analysis
Slicing
Non-Uniform Dynamic Graph Slicing (19): time series equalization
Examples
Graph Measures
GraphPrism (12): use a list of node distribution over certain measures to portrait a static graph.
ManyNets (10): use histogram to compare many networks with various measures. SocialAction (08): analyze on social network (static) with statistical data: ranking, filtering, grouping
Others
Community Discovery in Dynamic Network (Survery) (18)
Blogs & Links
Data Resource
Issue: many dataset lack meaningful label for nodes and real-world timestamps (just serial number).
Interactive Network Repository (15): network data collection with real-time interactive visualizations. Powerful analysis on node-centric, link-centric measures (static graph) and network topological structure. For measures, they use brushed scatter plot matirx, tabular heatmap, and number list.
highlight: amazing graph sample technique handling large graph
SNAP (14): large data.
dynamic brain functional graph
school communication http://www.sociopatterns.org/datasets/ ~ http://www.sociopatterns.org/datasets/high-school-dynamic-contact-networks/ tried truncated version due to the limit
movie / fiction character interaction
https://aviz.fr/~bbach/opendynamicnetworks/
Coding
networkcube.js → James' implementation
networkx.js: clique finding, basic centrality calculation
FFT interpretation: https://www.gaussianwaves.com/2015/11/interpreting-fft-results-complex-dft-frequency-bins-and-fftshift/
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