Publications (28)
TuPAQ: An Efficient Planner for Large-scale Predictive Analytic Queries
Evan R. Sparks, Ameet Talwalkar, Michael J. Franklin +2
Smallify: Learning Network Size while Training
Guillaume Leclerc, Manasi Vartak, Raul Castro Fernandez +2
The Case for Learned Index Structures
Tim Kraska, Alex Beutel, Ed H. Chi +2
S-Store: Streaming Meets Transaction Processing
John Meehan, Nesime Tatbul, Stan Zdonik +10
IDEBench: A Benchmark for Interactive Data Exploration
Philipp Eichmann, Carsten Binnig, Tim Kraska +1
A Data Quality Metric (DQM): How to Estimate The Number of Undetected Errors in Data Sets
Yeounoh Chung, Sanjay Krishnan, Tim Kraska
Tupleware: Redefining Modern Analytics
Andrew Crotty, Alex Galakatos, Kayhan Dursun +3
Fault-Tolerant Entity Resolution with the Crowd
Anja Gruenheid, Besmira Nushi, Tim Kraska +2
PIQL: Success-Tolerant Query Processing in the Cloud
Michael Armbrust, Kristal Curtis, Tim Kraska +3
Sherlock: A Deep Learning Approach to Semantic Data Type Detection
Madelon Hulsebos, Kevin Hu, Michiel Bakker +5
VizML: A Machine Learning Approach to Visualization Recommendation
Kevin Z. Hu, Michiel A. Bakker, Stephen Li +2
Automated Data Slicing for Model Validation:A Big data - AI Integration Approach
Yeounoh Chung, Tim Kraska, Neoklis Polyzotis +2
Getting It All from the Crowd
Beth Trushkowsky, Tim Kraska, Michael J. Franklin +1
MLI: An API for Distributed Machine Learning
Evan R. Sparks, Ameet Talwalkar, Virginia Smith +6
VizRec: A framework for secure data exploration via visual representation
Lorenzo De Stefani, Leonhard F. Spiegelberg, Tim Kraska +1
SuperNeurons: Dynamic GPU Memory Management for Training Deep Neural Networks
Linnan Wang, Jinmian Ye, Yiyang Zhao +5
CrowdER: Crowdsourcing Entity Resolution
Jiannan Wang, Tim Kraska, Michael J. Franklin +1
Revisiting Reuse in Main Memory Database Systems
Kayhan Dursun, Carsten Binnig, Ugur Cetintemel +1
VizNet: Towards A Large-Scale Visualization Learning and Benchmarking Repository
Kevin Hu, Neil Gaikwad, Michiel Bakker +7
The End of a Myth: Distributed Transactions Can Scale
Erfan Zamanian, Carsten Binnig, Tim Kraska +1
Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views
Sanjay Krishnan, Jiannan Wang, Michael J. Franklin +2
How I Learned to Stop Worrying and Love Re-optimization
Matthew Perron, Zeyuan Shang, Tim Kraska +1
Leveraging Transitive Relations for Crowdsourced Joins
Jiannan Wang, Guoliang Li, Tim Kraska +2
Estimating the Impact of Unknown Unknowns on Aggregate Query Results
Yeounoh Chung, Michael Lind Mortensen, Carsten Binnig +1
The Expected Optimal Labeling Order Problem for Crowdsourced Joins and Entity Resolution
Jiannan Wang, Guoliang Li, Tim Kraska +2
MDCC: Multi-Data Center Consistency
Tim Kraska, Gene Pang, Michael J. Franklin +1
Controlling False Discoveries During Interactive Data Exploration
Zheguang Zhao, Lorenzo De Stefani, Emanuel Zgraggen +3
The End of Slow Networks: It's Time for a Redesign
Carsten Binnig, Andrew Crotty, Alex Galakatos +2