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Volume 45, Issue 4December 2020SIGMOD 2019 Best Paper, PODS 2019 Best Paper, and Regular Papers
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SECTION: SIGMOD 2019 Best Paper
research-article
Open Access
Incremental and Approximate Computations for Accelerating Deep CNN Inference
Article No.: 16, Pages 1–42https://doi.org/10.1145/3397461

Deep learning now offers state-of-the-art accuracy for many prediction tasks. A form of deep learning called deep convolutional neural networks (CNNs) are especially popular on image, video, and time series data. Due to its high computational cost, CNN ...

SECTION: PODS 2019 Best Paper
research-article
Functional Aggregate Queries with Additive Inequalities
Article No.: 17, Pages 1–41https://doi.org/10.1145/3426865

Motivated by fundamental applications in databases and relational machine learning, we formulate and study the problem of answering functional aggregate queries (FAQ) in which some of the input factors are defined by a collection of additive ...

SECTION: Regular Papers
research-article
Flexible Skylines: Dominance for Arbitrary Sets of Monotone Functions
Article No.: 18, Pages 1–45https://doi.org/10.1145/3406113

Skyline and ranking queries are two popular, alternative ways of discovering interesting data in large datasets. Skyline queries are simple to specify, as they just return the set of all non-dominated tuples, thereby providing an overall view of ...

research-article
MobilityDB: A Mobility Database Based on PostgreSQL and PostGIS
Article No.: 19, Pages 1–42https://doi.org/10.1145/3406534

Despite two decades of research in moving object databases and a few research prototypes that have been proposed, there is not yet a mainstream system targeted for industrial use. In this article, we present MobilityDB, a moving object database that ...

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