InfoGather+: Semantic Matching and Annotation of Numeric and Time-Varying Attributes in Web Tables
Summary: Builds a semantic graph labeling numeric/time-varying columns with unit, scale, and timestamp, enabling cross-table matching across units and scales. Proposes an entity-augmentation API and a joint probabilistic graphical model that uses web-table signals to infer labels from missing headers and match semantics, achieving higher precision/recall. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Meihui Zhang (National University of Singapore)
- 2. Kaushik Chakrabarti (Microsoft)
BibTeX Citation
@inproceedings{zhang_sigmod13,
title = {{InfoGather+: Semantic Matching and Annotation of Numeric and Time-Varying Attributes in Web Tables}},
author = {Zhang, Meihui and Chakrabarti, Kaushik},
series = {{SIGMOD} '13},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2463676.2465276},
url = {https://dl.acm.org/doi/10.1145/2463676.2465276},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,289 | Ten Years of WebTables | 2018 | VLDB | 7.4500131e-05 |
| 3,615 | TEGRA: Table Extraction by Global Record Alignment | 2015 | SIGMOD | 7.1558238e-05 |
| 3,913 | Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets | 2018 | SIGMOD | 6.9274273e-05 |
| 4,245 | Pytheas: Pattern-based Table Discovery in CSV Files | 2020 | VLDB | 6.7035571e-05 |
| 5,279 | MATE: Multi-Attribute Table Extraction | 2022 | VLDB | 6.1973533e-05 |
| 8,166 | PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage | 2020 | VLDB | 5.3846089e-05 |
| 8,744 | Progressive Deep Web Crawling Through Keyword Queries For Data Enrichment | 2019 | SIGMOD | 5.287931e-05 |
| 9,522 | ActiveDeeper: A Model-based Active Data Enrichment System | 2020 | VLDB | 5.1677285e-05 |
| 9,588 | Joint Open Knowledge Base Canonicalization and Linking | 2021 | SIGMOD | 5.154741e-05 |
| 12,232 | Deeper: A Data Enrichment System Powered by Deep Web | 2018 | SIGMOD | 4.9769913e-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 |
|---|---|---|---|---|
| 3 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012087459 |
| 89 | WebTables: Exploring the Power of Tables on the Web | 2008 | VLDB | 0.00035115118 |
| 316 | Annotating and Searching Web Tables Using Entities, Types and Relationships | 2010 | VLDB | 0.00021212425 |
| 367 | InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables | 2012 | SIGMOD | 0.00019876273 |
| 484 | Data Integration for the Relational Web | 2009 | VLDB | 0.00017541069 |
| 718 | Finding Related Tables | 2012 | SIGMOD | 0.00014526813 |
| 757 | Recovering Semantics of Tables on the Web | 2011 | VLDB | 0.00014199305 |
| 1,053 | Answering Table Queries on the Web using Column Keywords | 2012 | VLDB | 0.00012268624 |
| 1,959 | iMAP: Discovering Complex Semantic Matches between Database Schemas | 2004 | SIGMOD | 9.3102615e-05 |
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|---|---|---|---|---|
| 1 | 12,663 | Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables | 2011 | SIGMOD |
| 2 | 7,587 | Meaningful Labeling of Integrated Query Interfaces | 2006 | VLDB |
| 3 | 4,569 | Structured Annotations of Web Queries | 2010 | SIGMOD |
| 4 | 7,716 | Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases | 2013 | VLDB |
| 5 | 1,696 | Answering Table Augmentation Queries from Unstructured Lists on the Web [Extended Abstract] | 2009 | VLDB |
| 6 | 12,579 | Aggregating Semantic Annotators | 2013 | VLDB |
| 7 | 1,053 | Answering Table Queries on the Web using Column Keywords | 2012 | VLDB |
| 8 | 316 | Annotating and Searching Web Tables Using Entities, Types and Relationships | 2010 | VLDB |
| 9 | 757 | Recovering Semantics of Tables on the Web | 2011 | VLDB |
| 10 | 367 | InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables | 2012 | SIGMOD |