| 2026 | EDBT | MIMOSA: A Tool for Fairness Exploration Through Explanations. | Vasiliki Papanikou, Danae Pla Karidi, Evaggelia Pitoura, Emmanouil Panagiotou, Eirini Ntoutsi |
| 2025 | CIKM | MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs. | Swati, Arjun Roy, Emmanouil Panagiotou, Eirini Ntoutsi |
| 2025 | ICDM | TabFairGDT: A Fast Fair Tabular Data Generator Using Autoregressive Decision Trees. | Emmanouil Panagiotou, Benot Ronval, Arjun Roy, Ludwig Bothmann, Bernd Bischl, Siegfried Nijssen, Eirini Ntoutsi |
| 2025 | IJCNN | Mitigating Semantic Drift: Evaluating LLMs' Efficacy in Psychotherapy through MI Dialogue Summarization Leveraging MITI Code. | Vivek Kumar, Pushpraj Singh Rajawat, Eirini Ntoutsi |
| 2025 | WWW | Fairness Evaluation with Item Response Theory. | Ziqi Xu, Sevvandi Kandanaarachchi, Cheng Soon Ong, Eirini Ntoutsi |
| 2024 | DSAA | Transparent Neighborhood Approximation for Text Classifier Explanation by Probability-Based Editing. | Yi Cai, Arthur Zimek, Eirini Ntoutsi, Gerhard Wunder |
| 2024 | IJCNN | FairBranch: Mitigating Bias Transfer in Fair Multi-task Learning. | Arjun Roy, Christos Koutlis, Symeon Papadopoulos, Eirini Ntoutsi |
| 2024 | PAKDD | Towards Cohesion-Fairness Harmony: Contrastive Regularization in Individual Fair Graph Clustering. | Siamak Ghodsi, Seyed Amjad Seyedi, Eirini Ntoutsi |
| 2024 | VLDB | Fast and Accurate Regional Effect Plots for Automated Tabular Data Analysis. | Vasilis Gkolemis, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou |
| 2023 | ECAI | RHALE: Robust and Heterogeneity-Aware Accumulated Local Effects. | Vasilis Gkolemis, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou |
| 2023 | PAKDD | Multi-fair Capacitated Students-Topics Grouping Problem. | Tai Le Quy, Gunnar Friege, Eirini Ntoutsi |
| 2022 | DIS | Multi-fairness Under Class-Imbalance. | Arjun Roy, Vasileios Iosifidis, Eirini Ntoutsi |
| 2022 | DSAA | Power of Explanations: Towards automatic debiasing in hate speech detection. | Yi Cai, Arthur Zimek, Gerhard Wunder, Eirini Ntoutsi |
| 2021 | DSAA | XPROAX-Local explanations for text classification with progressive neighborhood approximation. | Yi Cai, Arthur Zimek, Eirini Ntoutsi |
| 2021 | EDM | Towards fair, explainable and actionable clustering for learning analytics. | Tai Le Quy, Eirini Ntoutsi |
| 2021 | EDM | Fair-Capacitated Clustering. | Tai Le Quy, Arjun Roy, Gunnar Friege, Eirini Ntoutsi |
| 2021 | ICANN | Interpretable Visual Understanding with Cognitive Attention Network. | Xuejiao Tang, Wenbin Zhang, Yi Yu, Kea Turner, Tyler Derr, Mengyu Wang, Eirini Ntoutsi |
| 2020 | COMPSAC | Taxi Demand Prediction using an LSTM-Based Deep Sequence Model and Points of Interest. | Bahman Askari, Tai Le Quy, Eirini Ntoutsi |
| 2020 | DIS | FairNN - Conjoint Learning of Fair Representations for Fair Decisions. | Tongxin Hu, Vasileios Iosifidis, Wentong Liao, Hang Zhang, Michael Ying Yang, Eirini Ntoutsi, Bodo Rosenhahn |
| 2020 | DIS | FABBOO - Online Fairness-Aware Learning Under Class Imbalance. | Vasileios Iosifidis, Eirini Ntoutsi |
| 2019 | CIKM | AdaFair: Cumulative Fairness Adaptive Boosting. | Vasileios Iosifidis, Eirini Ntoutsi |
| 2019 | DEXA | Fairness-Enhancing Interventions in Stream Classification. | Vasileios Iosifidis, Thi Ngoc Han Tran, Eirini Ntoutsi |
| 2019 | IJCAI | FAHT: An Adaptive Fairness-aware Decision Tree Classifier. | Wenbin Zhang, Eirini Ntoutsi |
| 2019 | SAC | Exploiting entity information for stream classification over a stream of reviews. | Christian Beyer, Vishnu Unnikrishnan, Uli Niemann, Pawel Matuszyk, Eirini Ntoutsi, Myra Spiliopoulou |
| 2019 | SDM | 1st Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning (EDML 2019). | Eirini Ntoutsi, Erich Schubert, Arthur Zimek, Albrecht Zimmermann |
| 2018 | CIKM | Learning under Feature Drifts in Textual Streams. | Damianos P. Melidis, Myra Spiliopoulou, Eirini Ntoutsi |
| 2018 | DSAA | Entity-Level Stream Classification: Exploiting Entity Similarity to Label the Future Observations Referring to an Entity. | Christian Beyer, Vishnu Unnikrishnan, Pawel Matuszyk, Uli Niemann, Rdiger Pryss, Winfried Schlee, Eirini Ntoutsi, Myra Spiliopoulou |
| 2018 | SAC | Predicting polarities of entity-centered documents without reading their contents. | Christian Beyer, Uli Niemann, Vishnu Unnikrishnan, Eirini Ntoutsi, Myra Spiliopoulou |
| 2017 | KDD | Large Scale Sentiment Learning with Limited Labels. | Vasileios Iosifidis, Eirini Ntoutsi |
| 2017 | SDM | Redundancies in Data and their Effect on the Evaluation of Recommendation Systems: A Case Study on the Amazon Reviews Datasets. | Daniel Basaran, Eirini Ntoutsi, Arthur Zimek |
| 2016 | EDBT | Cluster-based Contextual Recommendations. | Kostas Stefanidis, Eirini Ntoutsi |
| 2016 | ICDM | Scalable Online-Offline Stream Clustering in Apache Spark. | Omar Backhoff, Eirini Ntoutsi |
| 2015 | SSDBM | Data mining for isotopic mapping of bioarchaeological finds in a central european alpine passage. | Markus Mauder, Eirini Ntoutsi, Peer Krger, Gisela Grupe |
| 2015 | SSDBM | Online template matching over a stream of digitized documents. | Michael Stockerl, Christoph Ringlstetter, Matthias Schubert, Eirini Ntoutsi, Hans-Peter Kriegel |
| 2014 | CIKM | "Strength Lies in Differences": Diversifying Friends for Recommendations through Subspace Clustering. | Eirini Ntoutsi, Kostas Stefanidis, Katharina Rausch, Hans-Peter Kriegel |
| 2014 | ICDM | A Semi-Supervised Self-Adaptive Classifier over Opinionated Streams. | Max Zimmermann, Eirini Ntoutsi, Myra Spiliopoulou |
| 2014 | SAC | Adaptive semi supervised opinion classifier with forgetting mechanism. | Max Zimmermann, Eirini Ntoutsi, Myra Spiliopoulou |
| 2014 | SSDBM | Exploring subspace clustering for recommendations. | Katharina Rausch, Eirini Ntoutsi, Kostas Stefanidis, Hans-Peter Kriegel |
| 2013 | DIS | Extracting Opinionated (Sub)Features from a Stream of Product Reviews. | Max Zimmermann, Eirini Ntoutsi, Myra Spiliopoulou |
| 2012 | ER | Fast Group Recommendations by Applying User Clustering. | Eirini Ntoutsi, Kostas Stefanidis, Kjetil Nrvg, Hans-Peter Kriegel |
| 2002 | ICTAI | Interactive Verification of Game Design and Playing Strategies. | Dimitrios Kalles, Eirini Ntoutsi |