Tag: approach
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A Focused Approach to Learning SQL
A Focused Approach to Learning SQL Data is everywhere, but how do you draw insights from it? Often, structured data is stored in relational databases, meaning collections of related tables of data. For instance, a company might store customer purchases in one table, customer demographics in another, and suppliers in a third table. These tables…
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Uncertainty Quantification for Large-Scale Deep Networks via Post-StoNet Modeling
Uncertainty Quantification for Large-Scale Deep Networks via Post-StoNet Modeling arXiv:2508.01217v1 Announce Type: new Abstract: Deep learning has revolutionized modern data science. However, how to accurately quantify the uncertainty of predictions from large-scale deep neural networks (DNNs) remains an unresolved issue. To address this issue, we introduce a novel post-processing approach. This approach feeds the output…
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Learn then Decide: A Learning Approach for Designing Data Marketplaces
Learn then Decide: A Learning Approach for Designing Data Marketplaces arXiv:2503.10773v1 Announce Type: new Abstract: As data marketplaces become increasingly central to the digital economy, it is crucial to design efficient pricing mechanisms that optimize revenue while ensuring fair and adaptive pricing. We introduce the Maximum Auction-to-Posted Price (MAPP) mechanism, a novel two-stage approach that…
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A Constant Velocity Latent Dynamics Approach for Accelerating Simulation of Stiff Nonlinear Systems
A Constant Velocity Latent Dynamics Approach for Accelerating Simulation of Stiff Nonlinear Systems arXiv:2501.08423v1 Announce Type: new Abstract: Solving stiff ordinary differential equations (StODEs) requires sophisticated numerical solvers, which are often computationally expensive. In particular, StODE’s often cannot be solved with traditional explicit time integration schemes and one must resort to costly implicit methods to…