Concepedia

Explainable Data Analysis

Explainable Data Analysis is a systematic analytic approach within human-centered data analysis that enables transparent interpretation of data-driven insights by explicitly revealing the underlying rationale, assumptions, and mechanisms governing analytical outcomes.

65

Publications

5.1K

Citations

193

Authors

108

Institutions

Publications per year

2017–2026

44

Parents

Publications

65

Moving beyond multiple regression analysis to algorithms: Calling for adoption of a paradigm shift from symmetric to asymmetric thinking in data analysis and crafting theory

Arch G. Woodside · Journal of Business Research · 2013 · 1.8K citations

, , +9

Analyzing quantitative data: from description to explanation

Choice Reviews Online · 2003 · 271 citations

, , +16

A Survey of Data-driven and Knowledge-aware eXplainable AI

Xiaohui Li, Caleb Chen Cao, Yuhan Shi et al. · IEEE Transactions on Knowledge and Data Engineering · 2020 · 235 citations

, , +12

Explainable Intelligent Fault Diagnosis for Nonlinear Dynamic Systems: From Unsupervised to Supervised Learning

Hongtian Chen, Zhigang Liu, Cesare Alippi et al. · IEEE Transactions on Neural Networks and Learning Systems · 2022 · 191 citations · Full text

, , +17

Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists

Carl Orge Retzlaff, Alessa Angerschmid, Anna Saranti et al. · Cognitive Systems Research · 2024 · 167 citations · Full text

, , +15

1–5 of 65

Authors

193

  1. CS
    Christina Spolsky

    University of Illinois Urbana-Champaign, United States

    2 publications · 36 citations

    2

    h-index

  2. SM
    Sebastián Maldonado

    Universidad de Los Andes, Chile, Chile

    2 publications · 146 citations

    2

    h-index

  3. CA
    Cesare Alippi

    Politecnico di Milano, Italy

    2 publications · 213 citations

    2

    h-index

  4. BY
    Bin Yu

    Beihang University, China

    2 publications · 187 citations

    2

    h-index

  5. TU
    Thomas Uzzell

    University of Zurich, Switzerland

    2 publications · 36 citations

    2

    h-index

1–5 of 193

Institutions

108

  1. University of California, Berkeley

    Berkeley, United States

    3 h-index

    4 publications

    406 citations

  2. University of Wisconsin–Madison

    Madison, United States

    2 h-index

    1 publications

    60 citations

  3. Universidad de Los Andes, Chile

    Santiago, Chile

    2 h-index

    4 publications

    202 citations

  4. University of Illinois Chicago

    Chicago, United States

    2 h-index

    1 publications

    60 citations

  5. Ss. Cyril and Methodius University in Skopje

    Skopje, North Macedonia

    2 h-index

    3 publications

    53 citations

  6. Jinan University

    Guangzhou, China

    2 h-index

    7 publications

    421 citations

  7. Università della Svizzera italiana

    Lugano, Switzerland

    2 h-index

    6 publications

    301 citations

  8. Complex Engineering System Institute

    Santiago, Chile

    2 h-index

    5 publications

    410 citations

1–8 of 108

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 40 citations

    2

    h-index

  2. Annals of the New York Academy of Sciences

    2 publications · 36 citations

    2

    h-index

  3. IEEE Transactions on Fuzzy Systems

    TFS · 1 publications · 25 citations

    1

    h-index

  4. Information Sciences

    1 publications · 34 citations

    1

    h-index

  5. Applied Soft Computing

    1 publications · 23 citations

    1

    h-index

1–5