Starting with March 2023, Angelos is a postdoctoral scholar in Computer Science at Northwestern University in Evanston, USA. Also, he is currently a member of the MU Collective research lab.
- Personal website: https://angeloschatzimparmpas.com/
- ORCID profile: https://orcid.org/0000-0002-9079-2376
- Google Scholar profile: https://scholar.google.com/citations?user=JJfPNA4AAAAJ
- ISOVIS group website (alumni): https://cs.lnu.se/isovis/
- MU Collective lab website: https://mucollective.northwestern.edu/
- Northwestern staff webpage: https://users.cs.northwestern.edu/~tuv5056/
My ongoing research projects
Publications
Article in journal (Refereed)
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Chatzimparmpas, A., Paulovich, F.V., Kerren, A. (2023). HardVis : Visual Analytics to Handle Instance Hardness Using Undersampling and Oversampling Techniques. Computer graphics forum (Print). 42 (1). 135-154.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Kerren, A. (2023). VisRuler : Visual Analytics for Extracting Decision Rules from Bagged and Boosted Decision Trees. Information Visualization. 22 (2). 115-139.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2022). FeatureEnVi : Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches. IEEE Transactions on Visualization and Computer Graphics. 28 (4). 1773-1791.
Status: Published -
Musleh, M., Chatzimparmpas, A., Jusufi, I. (2022). Visual analysis of blow molding machine multivariate time series data. Journal of Visualization. 25. 1329-1342.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2021). StackGenVis : Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics. IEEE Transactions on Visualization and Computer Graphics. 27 (2). 1547-1557.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2021). VisEvol : Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization. Computer graphics forum (Print). 40 (3). 201-214.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Jusufi, I., Kerren, A. (2020). A survey of surveys on the use of visualization for interpreting machine learning models. Information Visualization. 19 (3). 207-233.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Jusufi, I., Kucher, K., Rossi, F., et al. (2020). The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations. Computer graphics forum (Print). 39 (3). 713-756.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Kerren, A. (2020). t-viSNE : Interactive Assessment and Interpretation of t-SNE Projections. IEEE Transactions on Visualization and Computer Graphics. 26 (8). 2696-2714.
Status: Published -
Chatzimparmpas, A., Bibi, S. (2019). Maintenance process modeling and dynamic estimations based on Bayesian networks and association rules. Journal of Software : Evolution and Process. 31 (9). 1-25.
Status: Published
Conference paper (Refereed)
- Ploshchik, I., Chatzimparmpas, A., Kerren, A. (2023). MetaStackVis : Visually-Assisted Performance Evaluation of Metamodels. Proceedings of the 16th IEEE Pacific Visualization Symposium (PacificVis '23), visualization notes track, IEEE, 2023. 207-211.
- Chatzimparmpas, A., Park, V., Kerren, A. (2022). Evaluating StackGenVis with a Comparative User Study. Proceedings of the 15th IEEE Pacific Visualization Symposium (PacificVis '22). 161-165.
- Musleh, M., Chatzimparmpas, A., Jusufi, I. (2021). Visual Analysis of Industrial Multivariate Time Series. VINCI '21: Proceedings of the 14th International Symposium on Visual Information Communication and Interaction.
- Chatzimparmpas, A., Bibi, S., Zozas, I., Kerren, A. (2019). Analyzing the Evolution of JavaScript Applications. Proceedings of the 14th International Conference on Evaluation of Novel Approaches to Software Engineering - Volume 1: ENASE. 359-366.
- Kokkonis, G., Chatzimparmpas, A., Kontogiannis, S. (2018). Middleware IoT protocols performance evaluation for carrying out clustered data. 2018 South-Eastern European Design Automation, Computer Engineering, Computer Networks and Society Media Conference (SEEDA_CECNSM).
- Chatzimparmpas, A., Martins, R.M., Kerren, A. (2018). t-viSNE : A Visual Inspector for the Exploration of t-SNE. Presented at IEEE Information Visualization (VIS '18), Berlin, Germany, 21-26 October, 2018.
Chapter in book (Refereed)
- Papaefthimiou, D., Kontogiannis, S., Chatzimparmpas, A., Kokkonis, G., Valsamidis, S. (2019). Proposed OLEA management system with farming monitoring processes for virgin olive oil production traceability and assessment. Innovative Approaches and Applications for Sustainable Rural Development : 8th International Conference, HAICTA 2017, Chania, Crete, Greece, September 21-24, 2017, Selected Papers. Springer. 325-353.
Conference paper (Other academic)
- Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2021). Empirical Study : Visual Analytics for Comparing Stacking to Blending Ensemble Learning. Proceedings of the 23rd International Conference on Control Systems and Computer Science (CSCS23), 26–28 May 2021, Bucharest, Romania. 1-8.
Doctoral thesis, monograph (Other academic)
- Chatzimparmpas, A. (2023). Visual Analytics for Explainable and Trustworthy Machine Learning. Doctoral Thesis. Växjö, Sweden, Linnaeus University Press. 360.
News
- Project on visualization awarded at international conference News
- Doctoral student in computer science presents two papers at conference on visualization News
- Visualisation important to understand machine learning News
- Angelos’ research attracted attention at international visualization conference News