Sotabase

Career

· Postdoctoral Scholar in Computer Science, University of Washington2021–

Publications (24)

On the Tractability of SHAP Explanations
AAAI Conference on Artificial Intelligence · 2020
428
cited
Learning Linear Regression Models over Factorized Joins
SIGMOD Conference · 2016
189
cited
Factorized Databases
SGMD · 2016
111
cited
A Layered Aggregate Engine for Analytics Workloads
SIGMOD Conference · 2019
75
cited
GeCo: Quality Counterfactual Explanations in Real Time
Proceedings of the VLDB Endowment · 2021
74
cited
In-Database Learning with Sparse Tensors
ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems · 2017
71
cited
AC/DC: In-Database Learning Thunderstruck
DEEM@SIGMOD · 2018
66
cited
Causality-based Explanation of Classification Outcomes
DEEM@SIGMOD · 2020
47
cited
On Functional Aggregate Queries with Additive Inequalities
ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems · 2018
46
cited
Learning Models over Relational Data Using Sparse Tensors and Functional Dependencies
ACM Transactions on Database Systems · 2017
41
cited
Optimizing Tensor Programs on Flexible Storage
Proc. ACM Manag. Data · 2022
31
cited
F: Regression Models over Factorized Views
Proceedings of the VLDB Endowment · 2016
28
cited
Functional Aggregate Queries with Additive Inequalities
ACM Transactions on Database Systems · 2018
20
cited
LMFAO: An engine for batches of group-by aggregates
Proceedings of the VLDB Endowment · 2020
19
cited
Multi-layer optimizations for end-to-end data analytics
IEEE/ACM International Symposium on Code Generation and Optimization · 2020
19
cited
Learning Models over Relational Data: A Brief Tutorial
Scalable Uncertainty Management · 2019
18
cited
Rk-means: Fast Clustering for Relational Data
International Conference on Artificial Intelligence and Statistics · 2019
18
cited
An Intermediate Representation for Hybrid Database and Machine Learning Workloads
Proceedings of the VLDB Endowment · 2021
16
cited
In-Database Factorized Learning
Alberto Mendelzon Workshop on Foundations of Data Management · 2017
10
cited
Computing Rule-Based Explanations by Leveraging Counterfactuals
Proceedings of the VLDB Endowment · 2022
7
cited
Sotabase
Maximilian Schleich | Researcher Profile | Sotabase | Sotabase