Hyper: Hypothetical reasoning with what-if and how-to queries using a probabilistic causal approach

S Galhotra, A Gilad, S Roy, B Salimi - Proceedings of the 2022 …, 2022 - dl.acm.org
What-if (provisioning for an update to a database) and how-to (how to modify the database
to achieve a goal) analyses provide insights to users who wish to examine hypothetical …

Augmenting decision making via interactive what-if analysis

S Gathani, M Hulsebos, J Gale, PJ Haas… - arxiv preprint arxiv …, 2021 - arxiv.org
The fundamental goal of business data analysis is to improve business decisions using
data. Business users often make decisions to achieve key performance indicators (KPIs) …

Multi-dimensional probabilistic regression over imprecise data streams

R Gao, X **e, K Zou, T Bach Pedersen - Proceedings of the ACM Web …, 2022 - dl.acm.org
In applications of Web of Things or Web of Events, a massive volume of multi-dimensional
streaming data are automatically and continuously generated from different sources, such as …

Stochastic SketchRefine: Scaling In-Database Decision-Making under Uncertainty to Millions of Tuples

RR Haque, AL Mai, M Brucato, A Abouzied… - arxiv preprint arxiv …, 2024 - arxiv.org
Decision making under uncertainty often requires choosing packages, or bags of tuples, that
collectively optimize expected outcomes while limiting risks. Processing Stochastic Package …

[PDF][PDF] sPaQLTooLs: a stochastic package query interface for scalable constrained optimization

M Brucato, M Mannino, A Abouzied, PJ Haas… - Proceedings of the …, 2020 - par.nsf.gov
Everyone needs to make decisions under uncertainty and with limited resources, eg, an
investor who is building a stock portfolio subject to an investment budget and a bounded risk …

[PDF][PDF] In-Database Decision Support: Opportunities and Challenges

A Abouzied, PJ Haas, A Meliou - A Quarterly bulletin of the IEEE …, 2022 - par.nsf.gov
Decision makers in a broad range of domains, such as finance, transportation,
manufacturing, and healthcare, often need to derive optimal decisions given a set of …

Database systems research in the Arab world: a tradition that spans decades

A Aboulnaga, A Abouzied, K Echihabi… - Communications of the …, 2021 - dl.acm.org
T OCK. COM and cleaning, followed by research on graph data management and advanced
analytics. We conclude with research that aims to protect individuals' privacy as our society's …

[PDF][PDF] HR: Hypothetical Reasoning With What-If and How-To eries Using a Probabilistic Causal Approach

S Galhotra, A Gilad, S Roy, B Salimi - 2022 - academia.edu
What-if (provisioning for an update to a database) and how-to (how to modify the database
to achieve a goal) analyses provide insights to users who wish to examine hypothetical …

[HTML][HTML] From Curbing Epidemics to Investing: We can Help!

A Abouzied - wp.sigmod.org
We built a tool, EpiPolicy, to help policy-makers better plan interventions to combat
epidemics [13]. It was an eye-opening experience, where through collaborations and …

[ОПИСАНИЕ][C] Enabling Declarative and Scalable Prescriptive Analytics in Relational Data

M Brucato - 2021