Concepedia

Visual Analytics For Models

Visual Analytics for Models is a scholarly contribution that integrates interactive visual interfaces with analytical computational methods to facilitate the interpretation, exploration, and evaluation of mathematical models, distinguishing it from purely algorithmic or static visualization approaches by emphasizing human-in-the-loop reasoning through visual means.

41

Publications

2.6K

Citations

148

Authors

70

Institutions

Publications per year

2017–2026

30

Parents

Publications

41

Visualizing Fit and Lack of Fit in Complex Regression Models with Predictor Effect Plots and Partial Residuals

John Fox, Sanford Weisberg · Journal of Statistical Software · 2018 · 586 citations · Full text

, , +12

Towards better analysis of machine learning models: A visual analytics perspective

Xiting Wang, Mengchen Liu, Jun Zhu · Visual Informatics · 2017 · 396 citations · Full text

, , +13

A survey of visual analytics techniques for machine learning

Jun Yuan, Changjian Chen, Weikai Yang et al. · Computational Visual Media · 2020 · 260 citations · Full text

, , +6

Scalable Visualization Methods for Modern Generalized Additive Models

Matteo Fasiolo, Raphaël Nedellec, Yannig Goude et al. · Journal of Computational and Graphical Statistics · 2019 · 177 citations

, , +14

see: An R Package for Visualizing Statistical Models

Daniel Lüdecke, Indrajeet Patil, Mattan S. Ben‐Shachar et al. · The Journal of Open Source Software · 2021 · 126 citations · Full text

, , +12

1–5 of 41

Authors

148

  1. DA
    Daniel A. Keim

    University of Konstanz, Germany

    2 publications · 71 citations

    2

    h-index

  2. WY
    Weikai Yang

    Tsinghua University, China

    2 publications · 273 citations

    2

    h-index

  3. MF
    Matteo Fasiolo

    University of Bristol, United Kingdom

    2 publications · 203 citations

    2

    h-index

  4. CN
    Chris North

    Virginia Tech, United States

    2 publications · 61 citations

    2

    h-index

  5. ML
    Mengchen Liu

    Tsinghua University, China

    2 publications · 273 citations

    2

    h-index

1–5 of 148

Institutions

70

  1. Tsinghua University

    Beijing, China

    4 h-index

    13 publications

    2.7K citations

  2. University of Konstanz

    Konstanz, Germany

    3 h-index

    7 publications

    280 citations

  3. Virginia Tech

    Blacksburg, United States

    3 h-index

    9 publications

    178 citations

  4. Eindhoven University of Technology

    Eindhoven, The Netherlands

    2 h-index

    5 publications

    177 citations

  5. Technische Universität Darmstadt

    Darmstadt, Germany

    2 h-index

    5 publications

    142 citations

  6. Central South University

    Changsha, China

    2 h-index

    2 publications

    273 citations

  7. Microsoft (United States)

    Redmond, United States

    2 h-index

    2 publications

    273 citations

  8. Lawrence Livermore National Laboratory

    Livermore, United States

    2 h-index

    5 publications

    100 citations

1–8 of 70

Venues

  1. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 5 publications · 236 citations

    5

    h-index

  2. Journal of Computational and Graphical Statistics

    JCGS · 2 publications · 193 citations

    2

    h-index

  3. IEEE Computer Graphics and Applications

    2 publications · 89 citations

    2

    h-index

  4. arXiv (Cornell University)

    Repository · 2 publications · 62 citations

    2

    h-index

  5. Computational Visual Media

    1 publications · 260 citations

    1

    h-index

1–5