Shuffling a Stacked Deck: The Case for Partially Randomized Ranking of Search Engine Results
Summary: Partially randomized ranking for search results to give new pages a chance despite low initial popularity. Analytical and simulation studies of the exploration-exploitation tradeoff with an amortized quality objective show modest randomness improves long-run result quality. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sandeep Pandey (Carnegie Mellon University)
- 2. Sourashis Roy (University of California Los Angeles)
- 3. Junghoo Cho (University of California Los Angeles)
- 4. Christopher Olston (Carnegie Mellon University)
- 5. Soumen Chakrabarti (Indian Institute of Technology Mumbai)
BibTeX Citation
@article{pandey_vldb05,
title = {{Shuffling a Stacked Deck: The Case for Partially Randomized Ranking of Search Engine Results}},
author = {Pandey, Sandeep and Roy, Sourashis and Cho, Junghoo and Olston, Christopher and Chakrabarti, Soumen},
journal = {PVLDB},
series = {{VLDB} '05},
year = {2005}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,680 | Evolution of Page Popularity under Random Web Graph Models | 2006 | PODS | 5.093636e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,144 | Page Quality: In Search of an Unbiased Web Ranking | 2005 | SIGMOD | 5.9618694e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 1,844 | Probabilistic Ranking of Database Query Results | 2004 | VLDB |
| 2 | 5,465 | On Obtaining Stable Rankings | 2019 | VLDB |
| 3 | 1,396 | Estimating PageRank on Graph Streams | 2008 | PODS |
| 4 | 2,211 | Relational link-based ranking | 2004 | VLDB |
| 5 | 8,054 | Approximating Aggregate Queries about Web Pages via Random Walks | 2000 | VLDB |
| 6 | 3,177 | Computing PageRank in a Distributed Internet Search System | 2004 | VLDB |
| 7 | 2,948 | Optimized Query Execution in Large Search Engines with Global Page Ordering | 2003 | VLDB |
| 8 | 12,285 | Rank Discovery From Web Databases | 2013 | VLDB |
| 9 | 6,144 | Page Quality: In Search of an Unbiased Web Ranking | 2005 | SIGMOD |
| 10 | 12,680 | Evolution of Page Popularity under Random Web Graph Models | 2006 | PODS |