Generating Example Data for Dataflow Programs
Summary: Generates small, semantically faithful intermediate data to illustrate dataflow program semantics rather than full outputs. Tackles highly selective and noninvertible operators with dedicated data generation techniques, validated on real Yahoo!-scale dataflow workloads. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 11 of 11 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 776 | Building a High-Level Dataflow System on top of Map-Reduce: The Pig Experience | 2009 | VLDB | 0.00016765694 |
| 2,130 | Characterizing Schema Mappings via Data Examples | 2010 | PODS | 9.4784293e-05 |
| 2,295 | Data Generation using Declarative Constraints | 2011 | SIGMOD | 9.0842571e-05 |
| 3,872 | Designing and Refining Schema Mappings via Data Examples | 2011 | SIGMOD | 6.6737583e-05 |
| 4,321 | Mining Top-K Large Structural Patterns in a Massive Network | 2011 | VLDB | 6.2821897e-05 |
| 4,441 | Generating Databases for Query Workloads | 2010 | VLDB | 6.1795515e-05 |
| 5,459 | QueryVis: Logic-based Diagrams help Users Understand Complicated SQL Queries Faster | 2020 | SIGMOD | 5.4946579e-05 |
| 5,743 | Explaining Wrong Queries Using Small Examples | 2019 | SIGMOD | 5.3432106e-05 |
| 6,817 | Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads | 2013 | VLDB | 4.9110239e-05 |
| 8,115 | Databases will Visualize Queries too* | 2011 | VLDB | 4.5800219e-05 |
| 8,958 | Understanding Queries by Conditional Instances | 2022 | SIGMOD | 4.417947e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3 | Pig Latin: A Not-So-Foreign Language for Data Processing | 2008 | SIGMOD | 0.0024217964 |
| 18 | On Random Sampling over Joins | 1999 | SIGMOD | 0.00092569117 |
| 882 | QAGen: Generating Query-Aware Test Databases | 2007 | SIGMOD | 0.00015634206 |
| 951 | Tioga: Providing Data Management Support for Scientific Visualization Applications | 1993 | VLDB | 0.00015099037 |
| 4,629 | Test Data for Relational Queries (Extended abstract) | 1986 | PODS | 6.0312214e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,714 | Optimizing Analytic Data Flows for Multiple Execution Engines | 2012 | SIGMOD | 6.8176849e-05 |
| 6,235 | New Trends on Exploratory Methods for Data Analytics | 2017 | VLDB | 5.1386078e-05 |
| 10,118 | Test Data Generation for Complex SQL Queries | 2026 | SIGMOD | 4.1905499e-05 |
| 5,119 | Sampling Algorithms in a Stream Operator | 2005 | SIGMOD | 5.6774637e-05 |
| 8,338 | Exploring the Data Wilderness through Examples | 2019 | SIGMOD | 4.538469e-05 |
| 3,872 | Designing and Refining Schema Mappings via Data Examples | 2011 | SIGMOD | 6.6737583e-05 |
| 1,067 | Data-Driven Understanding and Refinement of Schema Mappings | 2001 | SIGMOD | 0.00014320456 |
| 536 | The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing | 2015 | VLDB | 0.00020651621 |
| 2,616 | Opening the Black Boxes in Data Flow Optimization | 2012 | VLDB | 8.4457819e-05 |
| 5,212 | Explaining Outputs in Modern Data Analytics | 2016 | VLDB | 5.6239563e-05 |