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Angelos Chatzimparmpas
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The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations
A Chatzimparmpas, RM Martins, I Jusufi, K Kucher, F Rossi, A Kerren
Computer Graphics Forum 39 (3), 713-756, 2020
1582020
A survey of surveys on the use of visualization for interpreting machine learning models
A Chatzimparmpas, RM Martins, I Jusufi, A Kerren
Information Visualization 19 (3), 207-233, 2020
1392020
t-viSNE: Interactive Assessment and Interpretation of t-SNE Projections
A Chatzimparmpas, RM Martins, A Kerren
IEEE Transactions on Visualization and Computer Graphics 26 (8), 2696 - 2714, 2020
1222020
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics
A Chatzimparmpas, RM Martins, K Kucher, A Kerren
IEEE Transactions on Visualization and Computer Graphics, 2021
712021
FeatureEnVi: Visual analytics for feature engineering using stepwise selection and semi-automatic extraction approaches
A Chatzimparmpas, RM Martins, K Kucher, A Kerren
IEEE Transactions on Visualization and Computer Graphics, 2022
262022
VisEvol: Visual analytics to support hyperparameter search through evolutionary optimization
A Chatzimparmpas, RM Martins, K Kucher, A Kerren
Computer Graphics Forum 40 (3), 201-214, 2021
192021
Empirical study: Visual analytics for comparing stacking to blending ensemble learning
A Chatzimparmpas, RM Martins, K Kucher, A Kerren
2021 23rd International Conference on Control Systems and Computer Science …, 2021
172021
Analyzing the evolution of JavaScript applications
A Chatzimparmpas, S Bibi, I Zozas, A Kerren
14th International conference on evaluation of novel approaches to software …, 2019
122019
Middleware IoT protocols performance evaluation for carrying out clustered data
G Kokkonis, A Chatzimparmpas, S Kontogiannis
2018 South-Eastern European Design Automation, Computer Engineering …, 2018
112018
VisRuler: Visual analytics for extracting decision rules from bagged and boosted decision trees
A Chatzimparmpas, RM Martins, A Kerren
Information Visualization 22 (2), 115-139, 2023
72023
Visual analysis of blow molding machine multivariate time series data
M Musleh, A Chatzimparmpas, I Jusufi
Journal of Visualization 25 (6), 1329-1342, 2022
52022
HardVis: Visual analytics to handle instance hardness using undersampling and oversampling techniques
A Chatzimparmpas, FV Paulovich, A Kerren
Computer Graphics Forum 42 (1), 135-154, 2023
42023
Maintenance process modeling and dynamic estimations based on Bayesian networks and association rules
A Chatzimparmpas, S Bibi
Journal of Software: Evolution and Process 31 (9), e2163, 2019
42019
t-viSNE: A Visual Inspector for the Exploration of t-SNE
A Chatzimparmpas, RM Martins, A Kerren
IEEE Information Visualization (VIS'18), Berlin, Germany, 21-26 October, 2018, 2018
32018
Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling
D Zhang, A Chatzimparmpas, N Kamali, J Hullman
arXiv preprint arXiv:2401.08876, 2024
22024
Visualization for trust in machine learning revisited: The state of the field in 2023
A Chatzimparmpas, K Kucher, A Kerren
IEEE Computer Graphics and Applications, 2024
12024
Pre-registration for Predictive Modeling
JM Hofman, A Chatzimparmpas, A Sharma, DJ Watts, J Hullman
arXiv preprint arXiv:2311.18807, 2023
12023
MetaStackVis: Visually-assisted performance evaluation of metamodels
I Ploshchik, A Chatzimparmpas, A Kerren
2023 IEEE 16th Pacific Visualization Symposium (PacificVis), 207-211, 2023
12023
DeforestVis: Behaviour Analysis of Machine Learning Models with Surrogate Decision Stumps
A Chatzimparmpas, RM Martins, AC Telea, A Kerren
Computer Graphics Forum, e15004, 2023
12023
Visual Text Analytics: Report from Dagstuhl Seminar 22191
C Collins, A Fokkens, A Kerren, C Weaver, A Chatzimparmpas
Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik GmbH, 2022
12022
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