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Decisionhouse: Prescriptive Analytics in the Data Stack

Summary: Introduces Decisionhouses, data platforms that make prescriptive analytics native via DeQL, a declarative SQL extension for optimization over relational data. Automatic formulation and solver selection exploits query/data semantics, potentially changing complexity from NP-hard to polynomial. (summarized by gpt-5.6-luna on Aug 28 2026)

Paper ID
ha2010607b1da3882
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,822 | 27.24%
DOI
10.14778/3828612.3828629

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@article{brucato_vldb26,
        title = {{Decisionhouse: Prescriptive Analytics in the Data Stack}},
        author = {Brucato, Matteo and Kholodkov, Fjodor and Little, Soren and Mayer, Jakob and Nguyen, Duc},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {10},
        pages = {2755--2762},
        doi = {10.14778/3828612.3828629},
        url = {https://doi.org/10.14778/3828612.3828629},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
13,594 DeQL Studio: Declarative Decision-Making over Relational Data 2026 VLDB -
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0023947656
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00040860054
459 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017856221
466 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00017773029
950 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012895553
3,180 A Critique of Modern SQL And A Proposal Towards A Simple and Expressive Query Language 2024 CIDR 7.5639428e-05
3,337 The Composable Data Management System Manifesto 2023 VLDB 7.4104865e-05
3,642 User-Defined Operators: Efficiently Integrating Custom Algorithms into Modern Databases 2022 VLDB 7.1416697e-05
4,074 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.8198673e-05
4,553 GQL and SQL/PGQ: Theoretical Models and Expressive Power 2025 VLDB 6.5393335e-05
4,874 Rel: A Programming Language for Relational Data 2025 SIGMOD 6.3727742e-05
5,615 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 6.0652416e-05
7,822 Bespoke OLAP: Synthesizing Workload-Specific One-size-fits-one Database Engines 2026 VLDB 5.4461624e-05
8,128 Scaling Package Queries to a Billion Tuples via Hierarchical Partitioning and Customized Optimization 2024 VLDB 5.3939686e-05
9,050 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 5.2305429e-05
9,759 A Decisions Query Language (DQL): High-Level Abstraction for Mathematical Programming over Databases 2009 SIGMOD 5.1349531e-05
11,302 Stochastic SketchRefine: Scaling In-Database Decision-Making under Uncertainty to Millions of Tuples 2025 VLDB 4.9793485e-05
13,594 DeQL Studio: Declarative Decision-Making over Relational Data 2026 VLDB -
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