Holistic Query Evaluation over Information Extraction Pipelines

Summary: Holistic in-database query processing for information extraction pipelines models the joint CRF distribution with factor graphs. Canopy Factor Graphs, built on canopy clustering, capture this distribution and enable approximate cross-task inference. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11918
Venue: VLDB
Year: 2018
Pagerank: 5.093636e-05
Overall Rank: 11,953 | 18.00%
DOI: 10.14778/3149193.3149201

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Ekaterini Ioannou (Open University of Cyprus)
2. Minos Garofalakis (ATHENA Research Center; Technical University of Crete)

BibTeX Citation

@article{ioannou_vldb18,
        title = {{Holistic Query Evaluation over Information Extraction Pipelines}},
        author = {Ioannou, Ekaterini and Garofalakis, Minos},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {2},
        pages = {217--229},
        doi = {10.14778/3149193.3149201},
        url = {https://doi.org/10.14778/3149193.3149201},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

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
228	Reference Reconciliation in Complex Information Spaces	2005	SIGMOD	0.00023941271
408	MauveDB: Supporting Model-based User Views in Database Systems	2006	SIGMOD	0.00019008806
579	Incremental Knowledge Base Construction Using DeepDive	2015	VLDB	0.00016217563
1,043	Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS	2011	VLDB	0.0001244565
1,293	Entity Resolution with Iterative Blocking	2009	SIGMOD	0.00011292804
1,437	Querying Continuous Functions in a Database System	2008	SIGMOD	0.00010790718
1,986	Scalable Probabilistic Databases with Factor Graphs and MCMC	2010	VLDB	9.3519536e-05
3,514	On-the-Fly Entity-Aware Query Processing in the Presence of Linkage	2010	VLDB	7.3540873e-05
4,935	Querying Probabilistic Information Extraction	2010	VLDB	6.4357418e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	1,986	Scalable Probabilistic Databases with Factor Graphs and MCMC	2010	VLDB
2	367	InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables	2012	SIGMOD
3	680	Creating Probabilistic Databases from Information Extraction Models	2006	VLDB
4	2,990	Knowledge Expansion over Probabilistic Knowledge Bases	2014	SIGMOD
5	9,353	On Efficient Approximate Queries over Machine Learning Models	2023	VLDB
6	50	Efficient Query Evaluation on Probabilistic Databases	2004	VLDB
7	10,831	Holistic query Approximation via RL Modeling	2025	VLDB
8	4,556	A Temporal-Probabilistic Database Model for Information Extraction	2013	VLDB
9	4,055	Hybrid In-Database Inference for Declarative Information Extraction	2011	SIGMOD
10	4,935	Querying Probabilistic Information Extraction	2010	VLDB