MAD Skills: New Analysis Practices for Big Data
Summary: MAD: Magnetic, Agile, Deep data analysis marks a radical shift from EDW/BI for big data. It presents data-parallel density methods and SQL/MapReduce-enabled workflows on Greenplum to enable agile analytics for advertising networks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jeffrey Cohen
- 2. Brian Dolan
- 3. Mark Dunlap
- 4. Joseph M. Hellerstein
- 5. Caleb Welton
Incoming Citations (Sorted by Pagerank)
Showing 3 of 53 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,994 | Interval Disaggregate: A New Operator for Business Planning | 2014 | VLDB | 5.1725247e-05 |
| 12,115 | Approximate Computation and Implicit Regularization for Very Large-scale Data Analysis | 2012 | PODS | 5.1725247e-05 |
| 12,211 | Resiliency-Aware Data Management | 2011 | VLDB | 5.1725247e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10 | Online Aggregation | 1997 | SIGMOD | 0.00077936311 |
| 12 | C-Store: A Column-oriented DBMS | 2005 | VLDB | 0.00070779065 |
| 96 | Encapsulation of Parallelism in the Volcano Query Processing System | 1990 | SIGMOD | 0.00034875224 |
| 446 | Don't Scrap It, Wrap It! A Wrapper Architecture for Legacy Data Sources | 1997 | VLDB | 0.00018371659 |
| 846 | Requirements for Science Data Bases and SciDB | 2009 | CIDR | 0.00013692948 |
| 987 | Designing And Mining Multi-Terabyte Astronomy Archives: The Sloan Digital Sky Survey | 2000 | SIGMOD | 0.0001288723 |
| 1,033 | RIOT: I/O-Efficient Numerical Computing without SQL | 2009 | CIDR | 0.00012597712 |
| 1,133 | A Case for A Collaborative Query Management System | 2009 | CIDR | 0.00012114917 |
| 3,235 | ZOO: A Desktop Experiment Management Environment | 1996 | VLDB | 7.6825361e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,239 | A Platform for Scalable One-Pass Analytics using MapReduce | 2011 | SIGMOD | 8.9526726e-05 |
| 3,685 | Integrating Hadoop and Parallel DBMS | 2010 | SIGMOD | 7.2635041e-05 |
| 2,127 | Efficient Processing of Data Warehousing Queries in a Split Execution Environment | 2011 | SIGMOD | 9.1844774e-05 |
| 4,527 | The "Big Data" Ecosystem at LinkedIn | 2013 | SIGMOD | 6.7159563e-05 |
| 3,819 | Evolving Databases for New-Gen Big Data Applications | 2017 | CIDR | 7.1549982e-05 |
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00046908254 |
| 11,695 | Integration of Large-Scale Data Processing Systems and Traditional Parallel Database Technology | 2019 | VLDB | 5.1725247e-05 |
| 7,969 | Operational Analytics Data Management Systems | 2016 | VLDB | 5.5713051e-05 |
| 121 | HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads | 2009 | VLDB | 0.00032158142 |
| 110 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00033117888 |