Information Theory for Data Management
Summary: Info-theoretic framework for data management: entropy, KL divergence, conditional entropy, mutual information on column distributions. Applies to design, integration, and anonymization; discusses computational challenges and estimation from histograms. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,796 | Summary Graphs for Relational Database Schemas | 2011 | VLDB | 0.00010524897 |
| 2,823 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD | 8.0593894e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 147 | On the Design and Quantification of Privacy Preserving Data Mining Algorithms | 2001 | PODS | 0.00041235556 |
| 177 | Limiting Privacy Breaches in Privacy Preserving Data Mining | 2003 | PODS | 0.0003788711 |
| 916 | On Schema Matching with Opaque Column Names and Data Values | 2003 | SIGMOD | 0.00015379422 |
| 1,908 | Information-Theoretic Tools for Mining Database Structure from Large Data Sets | 2004 | SIGMOD | 0.00010126101 |
| 3,240 | Information Dependencies | 2000 | PODS | 7.3316755e-05 |
| 3,420 | An Information-Theoretic Approach to Normal Forms for Relational and XML Data | 2003 | PODS | 7.1154446e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,859 | The Tao of Inference in Privacy-Protected Databases | 2018 | VLDB | 0.0001029011 |
| 1,862 | Information Sharing Across Private Databases | 2003 | SIGMOD | 0.00010286859 |
| 7,872 | Probabilistic Database Summarization for Interactive Data Exploration | 2017 | VLDB | 4.6307184e-05 |
| 760 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017053935 |
| 1,083 | A Formal Analysis of Information Disclosure in Data Exchange | 2004 | SIGMOD | 0.00014210752 |
| 554 | An Information-Theoretic Study on Aggregate Responses | 1988 | VLDB | 0.00020259485 |
| 1,908 | Information-Theoretic Tools for Mining Database Structure from Large Data Sets | 2004 | SIGMOD | 0.00010126101 |
| 7,914 | Efficient Approximate Algorithms for Empirical Entropy and Mutual Information | 2021 | SIGMOD | 4.6179608e-05 |
| 14,303 | Information Theoretic Aspects Of Data Bases | 1983 | PODS | - |
| 12,355 | Information Theory For Data Management | 2009 | VLDB | 4.1945683e-05 |