| 2026 | ICDE | PIPER - Leveraging Pipeline Perspectives for Effective Data Pipeline Exploration. | Ridhwan Hakim Bin Kusni, Melanie Herschel |
| 2025 | CIKM | FairRegBoost: An End-to-End Data Processing Framework for Fair and Scalable Regression. | Nico Lssig, Melanie Herschel |
| 2025 | ICDE | Experimental Analysis of Multi-Step Pipelines for Fair Classifications - More than the Sum of Their Parts? | Nico Lssig, Melanie Herschel |
| 2024 | DaWaK | Putting Co-Design-Supporting Data Lakes to the Test: An Evaluation on AEC Case Studies. | Melanie Herschel, Andreas Gienger, Anja Patricia Regina Lauer, Charlotte Stein, Lior Skoury, Nico Lssig, Carsten Ellwein, Alexander Verl, Thomas Wortmann, Cristina Tarn-Sauer |
| 2024 | EDBT | FALCC: Efficiently performing locally fair and accurate classifications. | Nico Lssig, Melanie Herschel |
| 2024 | ICDE | FairCR - An Evaluation and Recommendation System for Fair Classification Algorithms. | Nico Lssig, Melanie Herschel, Ole Nies |
| 2024 | ICML | Exploiting Negative Samples: A Catalyst for Cohort Discovery in Healthcare Analytics. | Kaiping Zheng, Horng Ruey Chua, Melanie Herschel, H. V. Jagadish, Beng Chin Ooi, James Wei Luen Yip |
| 2024 | PAKDD | Knowledge-Infused Optimization for Parameter Selection in Numerical Simulations. | Julia Meiner, Dominik Gddeke, Melanie Herschel |
| 2023 | EDBT | Progressive Entity Resolution over Incremental Data. | Leonardo Gazzarri, Melanie Herschel |
| 2022 | CaiSE | The ArchIBALD Data Integration Platform: Bridging Fragmented Processes in the Building Industry. | Nico Lssig, Melanie Herschel, Alexander Reichle, Carsten Ellwein, Alexander Verl |
| 2022 | VLDB | Trust in data engineering: reflection, framework, and evaluation methodology. | Sarah Oppold, Melanie Herschel |
| 2021 | BTW | Using FALCES against bias in automated decisions by integrating fairness in dynamic model ensembles. | Nico Lssig, Sarah Oppold, Melanie Herschel |
| 2021 | ICDE | End-to-end Task Based Parallelization for Entity Resolution on Dynamic Data. | Leonardo Gazzarri, Melanie Herschel |
| 2021 | SIGMOD | To Not Miss the Forest for the Trees - A Holistic Approach for Explaining Missing Answers over Nested Data. | Ralf Diestelkmper, Seokki Lee, Melanie Herschel, Boris Glavic |
| 2021 | SIGMOD | PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery. | Kaiping Zheng, Gang Chen, Melanie Herschel, Kee Yuan Ngiam, Beng Chin Ooi, Jinyang Gao |
| 2020 | ADBIS | Distributed Tree-Pattern Matching in Big Data Analytics Systems. | Ralf Diestelkmper, Melanie Herschel |
| 2020 | CaiSE | A System Framework for Personalized and Transparent Data-Driven Decisions. | Sarah Oppold, Melanie Herschel |
| 2020 | EDBT | Tracing nested data with structural provenance for big data analytics. | Ralf Diestelkmper, Melanie Herschel |
| 2020 | EDBT | Boosting Blocking Performance in Entity Resolution Pipelines: Comparison Cleaning using Bloom Filters. | Leonardo Gazzarri, Melanie Herschel |
| 2020 | ER | Accountable Data Analytics Start with Accountable Data: The LiQuID Metadata Model. | Sarah Oppold, Melanie Herschel |
| 2019 | ADBIS | Towards Integrating Collaborative Filtering in Visual Data Exploration Systems. | Houssem Ben Lahmar, Melanie Herschel |
| 2019 | CIKM | LuPe: A System for Personalized and Transparent Data-driven Decisions. | Sarah Oppold, Melanie Herschel |
| 2019 | SIGMOD | Capturing and Querying Structural Provenance in Spark with Pebble. | Ralf Diestelkmper, Melanie Herschel |
| 2018 | EDBT | Provenance-Based Visual Data Exploration with EVLIN. | Houssem Ben Lahmar, Melanie Herschel, Michael Blumenschein, Daniel A. Keim |
| 2018 | VISSOFT | Simultaneous Visual Analysis of Multiple Software Hierarchies. | Christoph Schulz, Adrian Zeyfang, Mereke van Garderen, Houssem Ben Lahmar, Melanie Herschel, Daniel Weiskopf |
| 2016 | CIKM | Reuse-based Optimization for Pig Latin. | Jess Camacho-Rodrguez, Dario Colazzo, Melanie Herschel, Ioana Manolescu, Soudip Roy Chowdhury |
| 2016 | SIGMOD | Provenance: On and Behind the Screens. | Melanie Herschel, Marcel Hlawatsch |
| 2015 | CIKM | Efficient Computation of Polynomial Explanations of Why-Not Questions. | Nicole Bidoit, Melanie Herschel, Aikaterini Tzompanaki |
| 2015 | WWW | Pushing the Limits of Instance Matching Systems: A Semantics-Aware Benchmark for Linked Data. | Tzanina Saveta, Evangelia Daskalaki, Giorgos Flouris, Irini Fundulaki, Melanie Herschel, Axel-Cyrille Ngonga Ngomo |
| 2014 | EDBT | Query-Based Why-Not Provenance with NedExplain. | Nicole Bidoit, Melanie Herschel, Katerina Tzompanaki |
| 2014 | WWW | Entity resolution in the web of data. | Kostas Stefanidis, Vasilis Efthymiou, Melanie Herschel, Vassilis Christophides |
| 2013 | CIKM | Wondering why data are missing from query results?: ask conseil why-not. | Melanie Herschel |
| 2012 | CIKM | The nautilus analyzer: understanding and debugging data transformations. | Melanie Herschel, Hanno Eichelberger |
| 2010 | EDBT | Subsumption and complementation as data fusion operators. | Jens Bleiholder, Sascha Szott, Melanie Herschel, Frank Kaufer, Felix Naumann |
| 2010 | ICDE | Complement union for data integration. | Jens Bleiholder, Sascha Szott, Melanie Herschel, Felix Naumann |
| 2008 | CIKM | Scaling up duplicate detection in graph data. | Melanie Herschel, Felix Naumann |