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ORCIDAndreas Kerren
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Publications
- 2024
[j48]Angelos Chatzimparmpas
, Kostiantyn Kucher, Andreas Kerren:
Visualization for Trust in Machine Learning Revisited: The State of the Field in 2023. IEEE Computer Graphics and Applications 44(3): 99-113 (2024)- [i25]Angelos Chatzimparmpas, Kostiantyn Kucher, Andreas Kerren:
Visualization for Trust in Machine Learning Revisited: The State of the Field in 2023. CoRR abs/2403.12005 (2024) - 2023
- [j45]Angelos Chatzimparmpas, Fernando Vieira Paulovich, Andreas Kerren:
HardVis: Visual Analytics to Handle Instance Hardness Using Undersampling and Oversampling Techniques. Comput. Graph. Forum 42(1): 135-154 (2023) - [j43]Angelos Chatzimparmpas, Rafael Messias Martins, Andreas Kerren:
VisRuler: Visual analytics for extracting decision rules from bagged and boosted decision trees. Inf. Vis. 22(2): 115-139 (2023) - [c86]Ilya Ploshchik, Angelos Chatzimparmpas, Andreas Kerren:
MetaStackVis: Visually-Assisted Performance Evaluation of Metamodels. PacificVis 2023: 207-211 - [i21]Angelos Chatzimparmpas, Rafael M. Martins, Alexandru C. Telea, Andreas Kerren:
DeforestVis: Behavior Analysis of Machine Learning Models with Surrogate Decision Stumps. CoRR abs/2304.00133 (2023) - 2022
- [j40]Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren:
FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches. IEEE Trans. Vis. Comput. Graph. 28(4): 1773-1791 (2022) - [c84]Angelos Chatzimparmpas, Vilhelm Park, Andreas Kerren:
Evaluating StackGenVis with a Comparative User Study. PacificVis 2022: 161-165 - [i19]Angelos Chatzimparmpas, Fernando V. Paulovich, Andreas Kerren:
HardVis: Visual Analytics to Handle Instance Hardness Using Undersampling and Oversampling Techniques. CoRR abs/2203.15753 (2022) - [i18]Ilya Ploshchik, Angelos Chatzimparmpas, Andreas Kerren:
MetaStackVis: Visually-Assisted Performance Evaluation of Metamodels. CoRR abs/2212.03539 (2022) - [i16]Angelos Chatzimparmpas, Rafael Messias Martins, Ilir Jusufi, Kostiantyn Kucher, Fabrice Rossi, Andreas Kerren:
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations. CoRR abs/2212.11737 (2022) - [i15]Christopher Collins, Antske Fokkens, Andreas Kerren, Chris Weaver, Angelos Chatzimparmpas:
Visual Text Analytics (Dagstuhl Seminar 22191). Dagstuhl Reports 12(5): 37-91 (2022) - 2021
- [j39]Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren:
VisEvol: Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization. Comput. Graph. Forum 40(3): 201-214 (2021) - [j36]Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren:
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics. IEEE Trans. Vis. Comput. Graph. 27(2): 1547-1557 (2021) - [c82]Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren:
Empirical Study: Visual Analytics for Comparing Stacking to Blending Ensemble Learning. CSCS 2021: 1-8 - [i14]Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren:
FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches. CoRR abs/2103.14539 (2021) - [i13]Angelos Chatzimparmpas, Rafael Messias Martins, Andreas Kerren:
VisRuler: Visual Analytics for Extracting Decision Rules from Bagged and Boosted Decision Trees. CoRR abs/2112.00334 (2021) - 2020
- [j34]Angelos Chatzimparmpas, Rafael Messias Martins, Ilir Jusufi, Kostiantyn Kucher, Fabrice Rossi, Andreas Kerren:
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations. Comput. Graph. Forum 39(3): 713-756 (2020) - [j32]Angelos Chatzimparmpas, Rafael Messias Martins, Ilir Jusufi, Andreas Kerren:
A survey of surveys on the use of visualization for interpreting machine learning models. Inf. Vis. 19(3): 207-233 (2020) - [j30]Angelos Chatzimparmpas, Rafael Messias Martins, Andreas Kerren:
t-viSNE: Interactive Assessment and Interpretation of t-SNE Projections. IEEE Trans. Vis. Comput. Graph. 26(8): 2696-2714 (2020) - [i11]Angelos Chatzimparmpas, Rafael Messias Martins, Andreas Kerren:
t-viSNE: Interactive Assessment and Interpretation of t-SNE Projections. CoRR abs/2002.06910 (2020) - [i9]Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren:
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics. CoRR abs/2005.01575 (2020) - [i8]Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren:
VisEvol: Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization. CoRR abs/2012.01205 (2020) - 2019
- [c75]Angelos Chatzimparmpas, Stamatia Bibi, Ioannis Zozas, Andreas Kerren:
Analyzing the Evolution of Javascript Applications. ENASE 2019: 359-366
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