Samuel Madden | DeepAI

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∙ 06/02/2023

RITA: Group Attention is All You Need for Timeseries Analytics

Timeseries analytics is of great importance in many real-world applicati...

0 Jiaming Liang, et al. ∙

∙ 03/11/2023

Interpretable Outlier Summarization

Outlier detection is critical in real applications to prevent financial ...

0 Yu Wang, et al. ∙

∙ 12/11/2022

FactorJoin: A New Cardinality Estimation Framework for Join Queries

Cardinality estimation is one of the most fundamental and challenging pr...

0 Ziniu Wu, et al. ∙

∙ 08/12/2022

SeeSaw: interactive ad-hoc search over image databases

As image datasets become ubiquitous, the problem of ad-hoc searches over...

0 Oscar Moll, et al. ∙

∙ 07/19/2020

Sat2Graph: Road Graph Extraction through Graph-Tensor Encoding

Inferring road graphs from satellite imagery is a challenging computer v...

18 Songtao He, et al. ∙

∙ 04/28/2020

Unnatural Language Processing: Bridging the Gap Between Synthetic and Natural Language Data

Large, human-annotated datasets are central to the development of natura...

1 Alana Marzoev, et al. ∙

∙ 03/02/2020

A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics (Extended Version)

There has been significant amount of excitement and recent work on GPU-b...

0 Anil Shanbhag, et al. ∙

∙ 12/28/2019

RoadTagger: Robust Road Attribute Inference with Graph Neural Networks

Inferring road attributes such as lane count and road type from satellit...

10 Songtao He, et al. ∙

∙ 11/26/2019

Dataset-On-Demand: Automatic View Search and Presentation for Data Discovery

Many data problems are solved when the right view of a combination of da...

0 Raul Castro Fernandez, et al. ∙

∙ 11/26/2019

Starling: A Scalable Query Engine on Cloud Function Services

Much like on-premises systems, the natural choice for running database a...

0 Matthew Perron, et al. ∙

∙ 06/15/2019

Technical Report: Optimizing Human Involvement for Entity Matching and Consolidation

An end-to-end data integration system requires human feedback in several...

0 Ji Sun, et al. ∙

∙ 06/12/2019

Kaskade: Graph Views for Efficient Graph Analytics

Graphs are an increasingly popular way to model real-world entities and ...

0 Joana M. F. da Trindade, et al. ∙

∙ 03/29/2019

SysML: The New Frontier of Machine Learning Systems

Machine learning (ML) techniques are enjoying rapidly increasing adoptio...

0 Alexander Ratner, et al. ∙

∙ 03/12/2019

Termite: A System for Tunneling Through Heterogeneous Data

Data-driven analysis is important in virtually every modern organization...

0 Raul Castro Fernandez, et al. ∙

∙ 03/08/2019

Deductive Optimization of Relational Data Storage

Optimizing the physical data storage and retrieval of data are two key d...

0 John K. Feser, et al. ∙

∙ 03/01/2019

SCAR: Strong Consistency using Asynchronous Replication with Minimal Coordination

Data replication is crucial in modern distributed systems as a means to ...

0 Yi Lu, et al. ∙

∙ 11/05/2018

STAR: Scaling Transactions through Asymmetric Replication

In this paper, we present STAR, a new distributed in-memory database wit...

0 Yi Lu, et al. ∙

∙ 11/05/2018

STAR: Scaling Transactions through Asymmetrical Replication

In this paper, we present STAR, a new distributed and replicated in-memo...

0 Yi Lu, et al. ∙

∙ 08/07/2018

Sprintz: Time Series Compression for the Internet of Things

Thanks to the rapid proliferation of connected devices, sensor-generated...

0 Davis Blalock, et al. ∙

∙ 06/10/2018

Smallify: Learning Network Size while Training

As neural networks become widely deployed in different applications and ...

0 Guillaume Leclerc, et al. ∙

∙ 10/31/2017

Extracting Syntactic Patterns from Databases

Many database columns contain string or numerical data that conforms to ...

0 Andrew Ilyas, et al. ∙

∙ 09/29/2017

Entity Consolidation: The Golden Record Problem

Four key processes in data integration are: data preparation (i.e., extr...

0 Dong Deng, et al. ∙

∙ 09/14/2017

Weld: Rethinking the Interface Between Data-Intensive Applications

Data analytics applications combine multiple functions from different li...

0 Shoumik Palkar, et al. ∙

∙ 07/03/2017

Version 0.1 of the BigDAWG Polystore System

A polystore system is a database management system (DBMS) composed of in...

0 Vijay Gadepally, et al. ∙

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