Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views

Sanjay Krishnan, Jiannan Wang, Michael Franklin, Michael Jordan, Tim Kraska
VLDB 2015 (PVLDB Vol. 8 No. 12), Aug. 2015.

Tags: crowdsourcing, Data Cleaning, data quality, Materialized Views, Sampling

Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems

Sameer Agarwal, Henry Milner, Ariel Kleiner, Ameet Talwalkar, Michael Jordan, Sam Madden, Barzan Mozafari, Ion Stoica
SIGMOD, Jun. 2014.

Tags: Approximate Query Processing, BlinkDB, Bootstrap, Diagnostics, Error Estimation, Sampling

A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data

Jiannan Wang, Sanjay Krishnan, Michael Franklin, Ken Goldberg, Tim Kraska, Tova Milo
SIGMOD, Jun. 2014.

Tags: Big Data, crowdsourcing, Data Cleaning, query processing, Sampling

BlinkDB: Queries with Bounded Errors and Bounded Response Times on Very Large Data (Best Paper Award)

Sameer Agarwal, Barzan Mozafari, Aurojit Panda, Henry Milner, Sam Madden, Ion Stoica
EuroSys, Apr. 2013.

Tags: Approximate Query Processing, Best Paper Award, BlinkDB, Sampling

Blink and It’s Done: Interactive Queries on Very Large Data

Sameer Agarwal, Aurojit Panda, Barzan Mozafari, Anand Padmanabha Iyer, Sam Madden, Ion Stoica
VLDB (Demonstration Paper), Aug. 2012.

Tags: Approximate Query Processing, BlinkDB, Sampling