The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations

22 December 2022

Angelos Chatzimparmpas

R. Martins

I. Jusufi

K. Kucher

Fabrice Rossi

A. Kerren

FAtt

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Papers citing "The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations"

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The Human-Data-Model Interaction Canvas for Visual Analytics Jürgen Bernard 27 0 0 12 May 2025
Comparing Native and Non-native English Speakers' Behaviors in Collaborative Writing through Visual Analytics Yuexi Chen Yimin Xiao Kazi Tasnim Zinat Naomi Yamashita G. Gao Zhicheng Liu 57 0 0 25 Feb 2025
Recent advances in interpretable machine learning using structure-based protein representations L. Vecchietti Minji Lee Begench Hangeldiyev Hyunkyu Jung Hahnbeom Park Tae-Kyun Kim Meeyoung Cha Ho Min Kim AI4CE 21 1 0 26 Sep 2024
Who should I trust? A Visual Analytics Approach for Comparing Net Load Forecasting Models Kaustav Bhattacharjee Soumya Kundu Indrasis Chakraborty Aritra Dasgupta 21 0 0 31 Jul 2024
Beware of Validation by Eye: Visual Validation of Linear Trends in Scatterplots Daniel Braun Remco Chang Michael Gleicher T. V. Landesberger FAtt 21 2 0 16 Jul 2024
Leveraging Hybrid Intelligence Towards Sustainable and Energy-Efficient Machine Learning Daniel Geissler P. Lukowicz 32 0 0 15 Jul 2024
Towards Robust Training Datasets for Machine Learning with Ontologies: A Case Study for Emergency Road Vehicle Detection Lynn Vonderhaar Timothy Elvira T. Procko Omar Ochoa 20 0 0 21 Jun 2024
Visualization for Trust in Machine Learning Revisited: The State of the Field in 2023 Angelos Chatzimparmpas Kostiantyn Kucher Andreas Kerren FAtt XAI OOD 16 8 0 18 Mar 2024
DimVis: Interpreting Visual Clusters in Dimensionality Reduction With Explainable Boosting Machine Parisa Salmanian Angelos Chatzimparmpas Ali Can Karaca Rafael M. Martins 11 1 0 10 Feb 2024
U-Trustworthy Models.Reliability, Competence, and Confidence in Decision-Making Ritwik Vashistha Arya Farahi 16 1 0 04 Jan 2024
Decoupling Judgment and Decision Making: A Tale of Two Tails Başak Oral Pierre Dragicevic Alexandru Telea Evanthia Dimara 19 3 0 20 Dec 2023
How Good is ChatGPT in Giving Advice on Your Visualization Design? Nam Wook Kim Grace Myers Benjamin Bach 26 20 0 14 Oct 2023
Towards the Visualization of Aggregated Class Activation Maps to Analyse the Global Contribution of Class Features Igor Cherepanov D. Sessler Alex Ulmer Hendrik Lücke-Tieke Jörn Kohlhammer FAtt 14 0 0 29 Jul 2023
Visual Validation versus Visual Estimation: A Study on the Average Value in Scatterplots Daniel Braun Ashley Suh Remco Chang Michael Gleicher T. V. Landesberger FAtt 20 3 0 18 Jul 2023
From Information to Choice: A Critical Inquiry Into Visualization Tools for Decision Making E. Oral Ria Chawla Michel Wijkstra Narges Mahyar Evanthia Dimara 17 13 0 17 Jul 2023
Visual Analytics For Machine Learning: A Data Perspective Survey Junpeng Wang Shixia Liu Wei Zhang HAI 24 17 0 15 Jul 2023
SKG: A Versatile Information Retrieval and Analysis Framework for Academic Papers with Semantic Knowledge Graphs Yamei Tu Rui Qiu Hang Shen 27 2 0 07 Jun 2023
Visualization for Recommendation Explainability: A Survey and New Perspectives Mohamed Amine Chatti Mouadh Guesmi Arham Muslim XAI HAI LRM 17 5 0 19 May 2023
Out-of-distribution detection algorithms for robust insect classification M. Saadati Prithviraj Ammanabrolu Shivani Chiranjeevi Talukder Zaki Jubery Mark O. Riedl S. Sarkar Arti Singh Baskar Ganapathysubramanian OODD 34 8 0 02 May 2023
LINGO : Visually Debiasing Natural Language Instructions to Support Task Diversity Anjana Arunkumar Shubham Sharma Rakhi Agrawal Sriramakrishnan Chandrasekaran Chris Bryan 18 0 0 12 Apr 2023
DeforestVis: Behavior Analysis of Machine Learning Models with Surrogate Decision Stumps Angelos Chatzimparmpas Rafael M. Martins A. Telea Andreas Kerren 16 1 0 31 Mar 2023
Visual Analytics of Multivariate Networks with Representation Learning and Composite Variable Construction Hsiao-Ying Lu Takanori Fujiwara Ming-Yi Chang Yang-chih Fu Anders Ynnerman Kwan-Liu Ma CML 14 3 0 16 Mar 2023
AutoDOViz: Human-Centered Automation for Decision Optimization D. Weidele S. Afzal Abel N. Valente Cole Makuch Owen Cornec ... Radu Marinescu Paulito Palmes Elizabeth M. Daly Loraine Franke D. Haehn OffRL 27 4 0 19 Feb 2023
Challenges in anomaly and change point detection Madalina Olteanu Fabrice Rossi Florian Yger 16 0 0 27 Dec 2022
Towards Efficient Visual Simplification of Computational Graphs in Deep Neural Networks Rusheng Pan Zhiyong Wang Yating Wei Han Gao Gongchang Ou Caleb Chen Cao Jinglin Xu Tong Xu Wei-Neng Chen GNN 18 4 0 21 Dec 2022
MetaStackVis: Visually-Assisted Performance Evaluation of Metamodels Ilya Ploshchik Angelos Chatzimparmpas Andreas Kerren 11 1 0 07 Dec 2022
Explanations Based on Item Response Theory (eXirt): A Model-Specific Method to Explain Tree-Ensemble Model in Trust Perspective José de Sousa Ribeiro Filho Lucas F. F. Cardoso R. Silva Vitor Cirilo Araujo Santos Nikolas Carneiro Ronnie Cley de Oliveira Alves 11 4 0 18 Oct 2022
An Interdisciplinary Perspective on Evaluation and Experimental Design for Visual Text Analytics: Position Paper Kostiantyn Kucher N. Sultanum Angel Daza Vasiliki Simaki Maria Skeppstedt Barbara Plank Jean-Daniel Fekete Narges Mahyar 6 3 0 23 Sep 2022
Why More Text is (Often) Better: Themes from Reader Preferences for Integration of Charts and Text Chase Stokes Marti A. Hearst 17 12 0 22 Sep 2022
TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization Zijie J. Wang Chudi Zhong Rui Xin Takuya Takagi Zhi Chen Duen Horng Chau Cynthia Rudin Margo Seltzer 21 14 0 19 Sep 2022
RMExplorer: A Visual Analytics Approach to Explore the Performance and the Fairness of Disease Risk Models on Population Subgroups Bum Chul Kwon U. Kartoun S. Khurshid Mikhail Yurochkin Subha Maity Deanna G. Brockman A. Khera P. Ellinor S. Lubitz Kenney Ng 20 11 0 14 Sep 2022
Visualization Of Class Activation Maps To Explain AI Classification Of Network Packet Captures Igor Cherepanov Alex Ulmer Jonathan Geraldi Joewono Jörn Kohlhammer FAtt 11 5 0 05 Sep 2022
Labeling of Cultural Heritage Collections on the Intersection of Visual Analytics and Digital Humanities C. Meinecke 6 3 0 29 Aug 2022
Is Medieval Distant Viewing Possible? : Extending and Enriching Annotation of Legacy Image Collections using Visual Analytics C. Meinecke Estelle Guéville D. Wrisley Stefan Jänicke 13 4 0 20 Aug 2022
Are Metrics Enough? Guidelines for Communicating and Visualizing Predictive Models to Subject Matter Experts Ashley Suh G. Appleby Erik W. Anderson Luca A. Finelli Remco Chang Dylan Cashman 19 8 0 11 May 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 28 36 0 13 Apr 2022
HardVis: Visual Analytics to Handle Instance Hardness Using Undersampling and Oversampling Techniques Angelos Chatzimparmpas F. Paulovich Andreas Kerren 11 6 0 29 Mar 2022
Visual Identification of Problematic Bias in Large Label Spaces Alex Bauerle Aybuke Turker Ken Burke Osman Aka Timo Ropinski Christina Greer Mani Varadarajan 12 1 0 17 Jan 2022
VisRuler: Visual Analytics for Extracting Decision Rules from Bagged and Boosted Decision Trees Angelos Chatzimparmpas Rafael M. Martins Andreas Kerren 14 10 0 01 Dec 2021
Does the Layout Really Matter? A Study on Visual Model Accuracy Estimation N. Grossmann J. Bernard Michael Sedlmair Manuela Waldner FAtt 16 5 0 14 Oct 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 117 354 0 04 Oct 2021
Trust in Prediction Models: a Mixed-Methods Pilot Study on the Impact of Domain Expertise Jeroen Ooge K. Verbert 6 8 0 16 Sep 2021
Towards Visual Explainable Active Learning for Zero-Shot Classification Shichao Jia Zeyu Li Nuo Chen Jiawan Zhang VLM 11 22 0 15 Aug 2021
Post-hoc Interpretability for Neural NLP: A Survey Andreas Madsen Siva Reddy A. Chandar XAI 16 222 0 10 Aug 2021
Visualization Resources: A Starting Point Xiaoxiao Liu Mohammad Alharbi Joe Best Jian Chen A. Diehl Elif E. Firat Dylan Rees Qiru Wang R. Laramee AI4CE 22 8 0 03 Aug 2021
Visualizing Graph Neural Networks with CorGIE: Corresponding a Graph to Its Embedding Zipeng Liu Yangkun Wang J. Bernard T. Munzner 27 23 0 24 Jun 2021
Document Domain Randomization for Deep Learning Document Layout Extraction Meng-Ying Ling Jian Chen Torsten Moller Petra Isenberg Tobias Isenberg Michael Sedlmair R. Laramee Han-Wei Shen Jian Wu C. Lee Giles 20 3 0 20 May 2021
PSEUDo: Interactive Pattern Search in Multivariate Time Series with Locality-Sensitive Hashing and Relevance Feedback Yuncong Yu Dylan Kruyff Tim Becker M. Behrisch AI4TS 14 13 0 30 Apr 2021
Facilitating Machine Learning Model Comparison and Explanation Through A Radial Visualisation Jianlong Zhou Weidong Huang Fang Chen FAtt 13 6 0 15 Apr 2021
FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches Angelos Chatzimparmpas Rafael M. Martins Kostiantyn Kucher Andreas Kerren 18 20 0 26 Mar 2021