Platform Considerations in Human Computation Adam Marcus, Eugene Wu, David R. Karger, Samuel Madden, Robert C. Miller MIT CSAIL 32 Vassar St., Cambridge MA {marcua, sirrice, karger, madden, rcm}@csail.mit.edu

Source URL: crowdresearch.org

BlinkDB: Queries with Bounded Errors and Bounded Response Times on Very Large Data Sameer Agarwal† , Barzan Mozafari○ , Aurojit Panda† , Henry Milner† , Samuel Madden○ , Ion Stoica∗† ○ ∗ †University o

Source URL: web.eecs.umich.edu

• Statistics
• Sampling
• Data management
• Normal distribution
• Query optimization
• Partition
• Confidence interval
• Sample
• Simple random sample
• Stratified sampling
• Column
• Standard deviation

MacroBase: Analytic Monitoring for the Internet of Things Peter Bailis†‡ , Deepak Narayanan† , Samuel Madden‡∗ arXiv:1603.00567v1 [cs.DB] 2 Mar 2016 † Stanford

Source URL: arxiv.org

• Statistics
• Robust statistics
• Outlier
• Statistical analysis
• Statistical theory
• Multivariate statistics
• Data analysis
• Mahalanobis distance
• Internet of things

Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning Barzan Mozafari⋆ ⋆ Purna Sarkar† Michael Franklin† Michael Jordan† Samuel Madden‡

Source URL: web.eecs.umich.edu

• Machine learning
• Statistical classification
• Statistics
• Learning
• Data
• Support vector machine
• Bootstrapping
• Active learning
• Semi-supervised learning
• K-nearest neighbors algorithm

Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems Sameer Agarwal† , Henry Milner† , Ariel Kleiner† , Ameet Talwalkar† , Michael Jordan† , Samuel Madden‡ , Barzan Moz

Source URL: web.eecs.umich.edu

• Statistical inference
• Computational statistics
• Summary statistics
• Sampling
• Estimation theory
• Bootstrapping
• Resampling
• Confidence interval
• Statistics
• Sample size determination
• M-estimator
• Mode

Column-Stores vs. Row-Stores: How Different Are They Really? Daniel J. Abadi Samuel R. Madden

Source URL: cs-www.cs.yale.edu

C ARTILAGE: Adding Flexibility to the Hadoop Skeleton Alekh Jindal Jorge Quiané-Ruiz Samuel Madden

Source URL: jindal-web.appspot.com

BigDansing: A System for Big Data Cleansing Zuhair Khayyat†∗ Ihab F. Ilyas‡∗ Alekh Jindal] Samuel Madden] Mourad Ouzzani§ Paolo Papotti§

Source URL: jindal-web.appspot.com

Vertexica: Your Relational Friend for Graph Analytics! Alekh Jindal∗ Samuel Madden∗ Praynaa Rawlani∗ Amol Deshpande⋆

Source URL: jindal-web.appspot.com

The End of an Architectural Era (It’s Time for a Complete Rewrite) Michael Stonebraker Samuel Madden Daniel J. Abadi Stavros Harizopoulos

Source URL: nms.csail.mit.edu