Crowds, Clouds, and Algorithms: Exploring the Human Side of "Big Data" Applications
Summary: Hybrid Crowd/Cloud data systems integrate human participation across the data lifecycle, from creation to dissemination. Crowd-driven paradigm drives ML, query processing, data integration, security, and privacy for distributed data management. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sihem Amer-Yahia (Yahoo)
- 2. AnHai Doan (University of Wisconsin)
- 3. Jon Kleinberg (Cornell University)
- 4. Nick Koudas (Sysomos Inc.; University of Toronto)
- 5. Michael J. Franklin (Truviso, Inc.; University of California Berkeley)
BibTeX Citation
@inproceedings{ameryahia_sigmod10,
title = {{Crowds, Clouds, and Algorithms: Exploring the Human Side of "Big Data" Applications}},
author = {Amer-Yahia, Sihem and Doan, AnHai and Kleinberg, Jon and Koudas, Nick and Franklin, Michael J.},
series = {{SIGMOD} '10},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1807167.1807341},
url = {https://dl.acm.org/doi/10.1145/1807167.1807341},
year = {2010}
}
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 90 | CrowdDB: Answering Queries with Crowdsourcing | 2011 | SIGMOD | 0.00034951786 |
| 2,929 | StreamRec: A Real-Time Recommender System | 2011 | SIGMOD | 7.9525409e-05 |
| 6,819 | Estimating the Impact of Unknown Unknowns on Aggregate Query Results | 2016 | SIGMOD | 5.7635226e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 866 | Pay-as-you-go User Feedback for Dataspace Systems | 2008 | SIGMOD | 0.00013519288 |
| 3,608 | Group Recommendation: Semantics and Efficiency | 2009 | VLDB | 7.2609441e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,474 | CrowdQ: Crowdsourced Query Understanding | 2013 | CIDR |
| 2 | 7,493 | Human-in-the-loop Data Integration | 2017 | VLDB |
| 3 | 9,526 | Anthropocentric Data Systems | 2011 | VLDB |
| 4 | 12,310 | Mob Data Sourcing | 2012 | SIGMOD |
| 5 | 90 | CrowdDB: Answering Queries with Crowdsourcing | 2011 | SIGMOD |
| 6 | 10,029 | Human Factors in Crowdsourcing | 2016 | VLDB |
| 7 | 7,357 | Crowdsourced Data Management: Overview and Challenges | 2017 | SIGMOD |
| 8 | 13,554 | The Big Data - Same Humans Problem | 2015 | CIDR |
| 9 | 5,343 | Crowdsourcing Applications and Platforms: A Data Management Perspective | 2011 | VLDB |
| 10 | 13,751 | Data Visualization and Social Data Analysis | 2009 | VLDB |