2.2k citations
- Massachusetts Institute of TechnologyUS303 papers
- Harvard UniversityUS23 papers
- MIT Lincoln LaboratoryUS17 papers
- IIT@MITUS16 papers
- Stanford UniversityUS16 papers
- Intel (United States)US13 papers
- Microsoft (United States)US12 papers
- University of California, BerkeleyUS12 papers
- University of WashingtonUS12 papers
- Carnegie Mellon UniversityUS11 papers
- Google (United States)US11 papers
- Massachusetts General HospitalUS11 papers
18 papers · 1 filter
Blueprinting the Cloud: Unifying and Automatically Optimizing Cloud Data Infrastructures with BRAD -- Extended Version
Geoffrey X. Yu, Ziniu Wu, Ferdi Kossmann +5
Modern organizations manage their data with a wide variety of specialized cloud database engines (e.g., Aurora, BigQuery, etc.). However, designing and managing such infrastructure…
Extract-Transform-Load for Video Streams
Ferdinand Kossmann, Ziniu Wu, Eugenie Lai +4
Social media, self-driving cars, and traffic cameras produce video streams at large scales and cheap cost. However, storing and querying video at such scales is prohibitively expen…
LEA: A Learned Encoding Advisor for Column Stores
Lujing Cen, Andreas Kipf, Ryan Marcus +1
Data warehouses organize data in a columnar format to enable faster scans and better compression. Modern systems offer a variety of column encodings that can reduce storage footpri…
Benchmarking Learned Indexes
Ryan Marcus, Andreas Kipf, Alexander van Renen +5
Recent advancements in learned index structures propose replacing existing index structures, like B-Trees, with approximate learned models. In this work, we present a unified bench…
RadixSpline: A Single-Pass Learned Index
Andreas Kipf, Ryan Marcus, Alexander van Renen +4
Recent research has shown that learned models can outperform state-of-the-art index structures in size and lookup performance. While this is a very promising result, existing learn…
ExSample: Efficient Searches on Video Repositories through Adaptive Sampling
Oscar Moll, Favyen Bastani, Sam Madden +3
Capturing and processing video is increasingly common as cameras become cheaper to deploy. At the same time, rich video understanding methods have progressed greatly in the last de…