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Scotty: General and Efficient Open-source Window Aggregation for Stream Processing Systems
- Jonas Traub,
- Philipp Marian Grulich,
- Alejandro Rodríguez Cuéllar,
- Sebastian Breß,
- Asterios Katsifodimos,
- Tilmann Rabl,
- Volker Markl
Window aggregation is a core operation in data stream processing. Existing aggregation techniques focus on reducing latency, eliminating redundant computations, or minimizing memory usage. However, each technique operates under different assumptions ...
Constant-Delay Enumeration for Nondeterministic Document Spanners
We consider the information extraction framework known as document spanners and study the problem of efficiently computing the results of the extraction from an input document, where the extraction task is described as a sequential variable-set ...
An Empirical Study of Moment Estimators for Quantile Approximation
We empirically evaluate lightweight moment estimators for the single-pass quantile approximation problem, including maximum entropy methods and orthogonal series with Fourier, Cosine, Legendre, Chebyshev and Hermite basis functions. We show how to apply ...
Evaluation of Machine Learning Algorithms in Predicting the Next SQL Query from the Future
Prediction of the next SQL query from the user, given her sequence of queries until the current timestep, during an ongoing interaction session of the user with the database, can help in speculative query processing and increased interactivity. While ...