Harnessing the Deep Web: Present and Future
Summary: Google deployment comparing VI (per-site mediated schemas) vs surfacing (precomputed form submissions) to expose Deep Web content. Surfacing scales for web search; VI better for verticals; open problems: routing, form semantics, preserving structure. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jayant Madhavan
- 2. Loredana Afanasiev
- 3. Lyublena Antova
- 4. Alon Halevy
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,221 | A Web of Concepts | 2009 | PODS | 0.00013213428 |
| 1,855 | An Analysis of Structured Data on the Web | 2012 | VLDB | 0.00010319508 |
| 2,607 | Extraction and Integration of Partially Overlapping Web Sources | 2013 | VLDB | 8.4615436e-05 |
| 3,679 | Automatic Wrappers for Large Scale Web Extraction | 2011 | VLDB | 6.8460927e-05 |
| 6,585 | Web Data Management | 2011 | SIGMOD | 4.9975374e-05 |
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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 |
|---|---|---|---|---|
| 108 | WebTables: Exploring the Power of Tables on the Web | 2008 | VLDB | 0.00048345996 |
| 127 | Querying Heterogeneous Information Sources Using Source Descriptions | 1996 | VLDB | 0.00044607231 |
| 233 | Crawling the Hidden Web | 2001 | VLDB | 0.00031996412 |
| 671 | An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web | 2004 | SIGMOD | 0.00018370384 |
| 899 | Statistical Schema Matching across Web Query Interfaces | 2003 | SIGMOD | 0.00015476061 |
| 1,146 | Web-scale Data Integration: You can only afford to Pay As You Go | 2007 | CIDR | 0.0001367088 |
| 1,486 | Distributed Search over the Hidden Web: Hierarchical Database Sampling and Selection | 2002 | VLDB | 0.00011691409 |
| 1,538 | Google's Deep-Web Crawl | 2008 | VLDB | 0.00011455291 |
| 1,862 | Bootstrapping Pay-As-You-Go Data Integration Systems | 2008 | SIGMOD | 0.00010292134 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,486 | Distributed Search over the Hidden Web: Hierarchical Database Sampling and Selection | 2002 | VLDB | 0.00011691409 |
| 11,728 | Deeper: A Data Enrichment System Powered by Deep Web | 2018 | SIGMOD | 4.1905499e-05 |
| 8,674 | Progressive Deep Web Crawling Through Keyword Queries For Data Enrichment | 2019 | SIGMOD | 4.4659264e-05 |
| 5,783 | A Hierarchical Approach to Model Web Query Interfaces for Web Source Integration | 2009 | VLDB | 5.3262443e-05 |
| 2,098 | Knocking the Door to the Deep Web: Integrating Web Query Interfaces | 2004 | SIGMOD | 9.5432874e-05 |
| 9,438 | Exploration of Deep Web Repositories | 2011 | VLDB | 4.3390134e-05 |
| 12,248 | Creating and Exploring Web Form Repositories | 2010 | SIGMOD | 4.1905499e-05 |
| 233 | Crawling the Hidden Web | 2001 | VLDB | 0.00031996412 |
| 671 | An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web | 2004 | SIGMOD | 0.00018370384 |
| 1,538 | Google's Deep-Web Crawl | 2008 | VLDB | 0.00011455291 |