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 | 164 | 2020 |
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 | 146 | 2020 |
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 | 129 | 2020 |
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 | 72 | 2021 |
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 | 27 | 2022 |
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 | 19 | 2021 |
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 | 17 | 2021 |
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 | 12 | 2019 |
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 | 11 | 2018 |
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 | 7 | 2023 |
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 | 5 | 2023 |
Visual analysis of blow molding machine multivariate time series data M Musleh, A Chatzimparmpas, I Jusufi Journal of Visualization 25 (6), 1329-1342, 2022 | 5 | 2022 |
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 | 4 | 2019 |
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 | 3 | 2022 |
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 | 3 | 2018 |
Evaluating the utility of conformal prediction sets for ai-advised image labeling D Zhang, A Chatzimparmpas, N Kamali, J Hullman Proceedings of the CHI Conference on Human Factors in Computing Systems, 1-19, 2024 | 2 | 2024 |
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 | 2 | 2024 |
DeforestVis: Behaviour Analysis of Machine Learning Models with Surrogate Decision Stumps A Chatzimparmpas, RM Martins, AC Telea, A Kerren Computer Graphics Forum, e15004, 2024 | 1 | 2024 |
Pre-registration for predictive modeling JM Hofman, A Chatzimparmpas, A Sharma, DJ Watts, J Hullman arXiv preprint arXiv:2311.18807, 2023 | 1 | 2023 |
MetaStackVis: Visually-assisted performance evaluation of metamodels I Ploshchik, A Chatzimparmpas, A Kerren 2023 IEEE 16th Pacific Visualization Symposium (PacificVis), 207-211, 2023 | 1 | 2023 |