VIS · Sonnet · C4 — citations

IEEE VIS author-community analysis. Citation list (design cites library workflows in prose form).

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C4 Citation list (design cites library workflows in prose form)

Workflow Library Sources for the Co-Authorship Community Analysis Task

Below is the list of papers/workflows from the library that I drew on for the recommended workflow, organized by the analytical function they informed.

Network Snapshotting and State-Space Projection

  1. "Reducing Snapshots to Points: A Visual Analytics Approach to Dynamic Network Exploration" — van den Elzen, Holten, Blaas, and van Wijk (2016). IEEE TVCG. doi: 10.1109/TVCG.2015.2468078 — Source of the windowed-snapshot construction and the projection-based approach for visualizing network states as points/trajectories to detect stability, recurrence, and transitions.

  2. "MobilityGraphs: Visual Analysis of Mass Mobility Dynamics via Spatio-Temporal Graphs and Clustering" — von Landesberger, Brodkorb, Roskosch, Andrienko, Andrienko, and Kerren (2016). IEEE TVCG. doi: 10.1109/TVCG.2015.2468111 — Source of the "full-period supergraph as anchor, then per-window analysis" pattern used to keep temporal simplification consistent.

Community/Entity Trajectory Tracking Over Time

  1. "EventThread: Visual Summarization and Stage Analysis of Event Sequence Data" — Guo, Xu, Zhao, Gotz, Zha, and Cao (2018). IEEE TVCG. doi: 10.1109/TVCG.2017.2745320 — Source of the tensor-decomposition "latent thread" concept adapted for robust community-trajectory tracking (merges, splits, persistence) beyond simple set-overlap matching.

Detailed Community Structure Visualization

  1. "NodeTrix: A Hybrid Visualization of Social Networks" — Henry, Fekete, and McGuffin (2007). IEEE TVCG. doi: 10.1109/TVCG.2007.70582 — Directly informs the hybrid node-link/matrix inspection of individual communities' internal structure (core-periphery, bridging authors); notably validated on InfoVis co-authorship data itself.

Iterative, Provenance-Tracked Clustering

  1. "SOMFlow: Guided Exploratory Cluster Analysis with Self-Organizing Maps and Analytic Provenance" — Sacha, Kraus, Bernard, Behrisch, Schreck, Asano, and Keim (2018). IEEE TVCG. doi: 10.1109/TVCG.2017.2744805 — Source of the iterative "propose → inspect → adapt → partition → track provenance" loop applied to the overall interface design and refinement cycle.

Topic Modeling and Research-Foci Extraction

  1. "Human-Steered Topic Modelling" (UTOPIAN) — Choo, Lee, Reddy, and Park (2013). IEEE TVCG. doi: 10.1109/TVCG.2013.212 — Source of the interactive NMF-based topic modeling approach (merge/split/seed topics) used for extracting and refining research foci from titles/abstracts/keywords.

  2. "Progressive Abstraction Analysis of Multivariate Temporal Data" (Episodes and Topics) — Andrienko, Andrienko, and Shirato (2023). Computer Graphics Forum. doi: 10.1111/cgf.14926 — Source of the episode-to-topic abstraction pattern and matrix/small-multiples visualization for tracking topic evolution across entities (here: communities) and time.

Overlap and Cross-Group Comparison

  1. "Guided Visual Exploration of Genomic Stratifications in Cancer" (StratomeX) — Streit, Lex, Gratzl, Partl, Schmalstieg, Pfister, Park, and Gehlenborg (2014). Nature Methods. doi: 10.1038/nmeth.3088 — Source of the overlap-band/query-based comparison logic adapted for comparing community memberships across time periods.

  2. "RelEx: Visualization for Actively Changing Overlay Network Specifications" — Sedlmair, Frank, Munzner, and Butz (2012). IEEE TVCG. doi: 10.1109/TVCG.2012.255 — Source of the matrix-based relational-pattern visualization adapted for the community-overlap matrix.

Timeline/Scarf-Plot Idiom for Individual Trajectories

  1. "Temporal Event Sequence Simplification" — Monroe, Lan, Lee, Plaisant, and Shneiderman (2013). IEEE TVCG. doi: 10.1109/TVCG.2013.200 — Source of the aggregated event-sequence/scarf-plot idiom adapted for per-author community-membership timelines.

  2. "IVESA – Visual Analysis of Time-Stamped Event Sequences" — Bernard et al. (2025). IEEE TVCG. doi: 10.1109/TVCG.2024.3382760 — Additional source for the overview-then-detail sequence timeline pattern used for author-level membership tracks.

Model Diagnosis/Explainability (Iterative Interpretation Loop)

  1. "explAIner: A Visual Analytics Framework for Interactive and Explainable Machine Learning" — Spinner et al. (2020). IEEE TVCG. doi: 10.1109/TVCG.2019.2934629 — Source of the general "understand → diagnose → refine" iterative loop used to structure the overall analyst interaction cycle in Phase 7.