Sebastian Schelter
Universiteit van Amsterdam
H-index: 27
Europe-Netherlands
Top articles of Sebastian Schelter
Title | Journal | Author(s) | Publication Date |
---|---|---|---|
Automated data cleaning can hurt fairness in machine learning-based decision making | IEEE Transactions on Knowledge and Data Engineering | Shubha Guha Falaah Arif Khan Julia Stoyanovich Sebastian Schelter | 2024/2/13 |
Red Onions, Soft Cheese and Data: From Food Safety to Data Traceability for Responsible AI | Data Engineering | Stefan Grafberger Zeyu Zhang Sebastian Schelter Ce Zhang | 2024 |
Towards Interactively Improving ML Data Preparation Code via" Shadow Pipelines" | arXiv preprint arXiv:2404.19591 | Stefan Grafberger Paul Groth Sebastian Schelter | 2024/4/30 |
Hierarchical forecasting at scale | International Journal of Forecasting | Olivier Sprangers Wander Wadman Sebastian Schelter Maarten de Rijke | 2024/12 |
Domain Generalization in Time Series Forecasting | ACM Transactions on Knowledge Discovery from Data | Songgaojun Deng Olivier Sprangers Ming Li Sebastian Schelter Maarten de Rijke | 2024/2/27 |
Assisted design of data science pipelines | The VLDB Journal | Sergey Redyuk Zoi Kaoudi Sebastian Schelter Volker Markl | 2024/2/13 |
Forget me now: Fast and exact unlearning in neighborhood-based recommendation | Sebastian Schelter Mozhdeh Ariannezhad Maarten de Rijke | 2023/7/23 | |
How to Make an Outlier? Studying the Effect of Presentational Features on the Outlierness of Items in Product Search Results | Fatemeh Sarvi Mohammad Aliannejadi Sebastian Schelter Maarten de Rijke | 2023/3 | |
A personalized neighborhood-based model for within-basket recommendation in grocery shopping | Mozhdeh Ariannezhad Ming Li Sebastian Schelter Maarten de Rijke | 2023/2/27 | |
Improving retrieval-augmented large language models via data importance learning | arXiv preprint arXiv:2307.03027 | Xiaozhong Lyu Stefan Grafberger Samantha Biegel Shaopeng Wei Meng Cao | 2023/7/6 |
Canonpipe: Data Debugging with Shapley Importance over Machine Learning Pipelines | Bojan Karlaš David Dao Matteo Interlandi Sebastian Schelter Wentao Wu | 2023/10/13 | |
Towards declarative systems for data-centric machine learning | Stefan Grafberger Bojan Karlaš Paul Groth Sebastian Schelter | 2023 | |
Automating and optimizing data-centric what-if analyses on native machine learning pipelines | Proceedings of the ACM on Management of Data | Stefan Grafberger Paul Groth Sebastian Schelter | 2023/6/20 |
mlwhatif: What If You Could Stop Re-Implementing Your Machine Learning Pipeline Analyses over and over? | Proceedings of the VLDB Endowment | Stefan Grafberger Shubha Guha Paul Groth Sebastian Schelter | 2023/8/1 |
Parameter-efficient deep probabilistic forecasting | International Journal of Forecasting | Olivier Sprangers Sebastian Schelter Maarten de Rijke | 2023/1 |
Proactively Screening Machine Learning Pipelines with ArgusEyes | Sebastian Schelter Stefan Grafberger Shubha Guha Bojan Karlas Ce Zhang | 2023/6/4 | |
On the Impact of Outlier Bias on User Clicks | Fatemeh Sarvi Ali Vardasbi Mohammad Aliannejadi Sebastian Schelter Maarten de Rijke | 2023/7/23 | |
Provenance tracking for end-to-end machine learning pipelines | Stefan Grafberger Paul Groth Sebastian Schelter | 2023/4/30 | |
Responsible data management | Communications of the ACM | Julia Stoyanovich Serge Abiteboul Bill Howe HV Jagadish Sebastian Schelter | 2022/5/20 |
Efficiently maintaining Next Basket Recommendations under additions and deletions of baskets and items | arXiv preprint arXiv:2201.13313 | Benjamin Longxiang Wang Sebastian Schelter | 2022/1/27 |