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Maximilian Schleich
Maximilian Schleich
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Learning linear regression models over factorized joins
M Schleich, D Olteanu, R Ciucanu
Proceedings of the 2016 International Conference on Management of Data, 3-18, 2016
1982016
On the tractability of SHAP explanations
G Van den Broeck, A Lykov, M Schleich, D Suciu
Journal of Artificial Intelligence Research 74, 851-886, 2022
1612022
Factorized databases
D Olteanu, M Schleich
ACM SIGMOD Record 45 (2), 5-16, 2016
1072016
In-database learning with sparse tensors
M Abo Khamis, HQ Ngo, XL Nguyen, D Olteanu, M Schleich
Proceedings of the 37th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of …, 2018
772018
A layered aggregate engine for analytics workloads
M Schleich, D Olteanu, M Abo Khamis, HQ Ngo, XL Nguyen
Proceedings of the 2019 International Conference on Management of Data, 1642 …, 2019
742019
AC/DC: in-database learning thunderstruck
MA Khamis, HQ Ngo, XL Nguyen, D Olteanu, M Schleich
Proceedings of the second workshop on data management for end-to-end machine …, 2018
642018
Geco: Quality counterfactual explanations in real time
M Schleich, Z Geng, Y Zhang, D Suciu
arXiv preprint arXiv:2101.01292, 2021
542021
Functional aggregate queries with additive inequalities
MA Khamis, RR Curtin, B Moseley, HQ Ngo, XL Nguyen, D Olteanu, ...
ACM Transactions on Database Systems (TODS) 45 (4), 1-41, 2020
472020
Causality-based explanation of classification outcomes
L Bertossi, J Li, M Schleich, D Suciu, Z Vagena
Proceedings of the Fourth International Workshop on Data Management for End …, 2020
402020
Learning models over relational data using sparse tensors and functional dependencies
MA Khamis, HQ Ngo, XL Nguyen, D Olteanu, M Schleich
ACM Transactions on Database Systems (TODS) 45 (2), 1-66, 2020
332020
F: Regression models over factorized views
D Olteanu, M Schleich
Proceedings of the VLDB Endowment 9 (13), 2016
332016
Rk-means: Fast clustering for relational data
R Curtin, B Moseley, H Ngo, XL Nguyen, D Olteanu, M Schleich
International Conference on Artificial Intelligence and Statistics, 2742-2752, 2020
202020
Multi-layer optimizations for end-to-end data analytics
A Shaikhha, M Schleich, A Ghita, D Olteanu
Proceedings of the 18th ACM/IEEE International Symposium on Code Generation …, 2020
192020
Learning models over relational data: A brief tutorial
M Schleich, D Olteanu, M Abo-Khamis, HQ Ngo, XL Nguyen
Scalable Uncertainty Management: 13th International Conference, SUM 2019 …, 2019
172019
Optimizing tensor programs on flexible storage
M Schleich, A Shaikhha, D Suciu
Proceedings of the ACM on Management of Data 1 (1), 1-27, 2023
142023
LMFAO: An engine for batches of group-by aggregates
M Schleich, D Olteanu
arXiv preprint arXiv:2008.08657, 2020
132020
An intermediate representation for hybrid database and machine learning workloads
A Shaikhha, M Schleich, D Olteanu
Proceedings of the VLDB Endowment 14 (12), 2831-2834, 2021
102021
In-database factorized learning
H Ngo, X Nguyen, D Olteanu, M Schleich
CEUR Workshop Proceedings 1912, 2017
92017
Computing rule-based explanations by leveraging counterfactuals
Z Geng, M Schleich, D Suciu
arXiv preprint arXiv:2210.17071, 2022
42022
Structure-aware machine learning over multi-relational databases
M Schleich
Proceedings of the 2021 International Conference on Management of Data, 6-7, 2021
32021
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