Synthesizing Products for Online Catalogs

Summary: Introduces scalable product synthesis: extracting attributes from merchant offers, reconciling category-specific schemas, and fusing data into new catalog products. Novel instance-association-driven schema matching learns from automatically generated data, outperforming prior methods without manual labels. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: hdc3e0c7b5c926670
Venue: VLDB
Year: 2011
Pagerank: 5.5821417e-05
Overall Rank: 7,105 | 52.38%
DOI: 10.14778/2002974.2002981

Incoming Non-self Citations Over Time

Authors

1. Hoa Nguyen (University of Utah)
2. Ariel Fuxman (Microsoft)
3. Stelios Paparizos (Microsoft)
4. Juliana Freire (University of Utah)
5. Rakesh Agrawal (Microsoft)

BibTeX Citation

@article{nguyen_vldb11,
        title = {{Synthesizing Products for Online Catalogs}},
        author = {Nguyen, Hoa and Fuxman, Ariel and Paparizos, Stelios and Freire, Juliana and Agrawal, Rakesh},
        journal = {PVLDB},
        series = {{VLDB} '11},
        volume = {4},
        number = {7},
        pages = {409--420},
        doi = {10.14778/2002974.2002981},
        url = {https://doi.org/10.14778/2002974.2002981},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,159	DEXTER: Large-Scale Discovery and Extraction of Product Specifications on the Web	2015	VLDB	5.3724358e-05
8,599	OmniMatch: Joinability Discovery in Data Products	2025	VLDB	5.2921451e-05
12,260	Big Data Linkage for Product Specification Pages	2018	SIGMOD	4.9605343e-05

Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
271	Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach	2001	SIGMOD	0.00022566676
399	COMA - A system for flexible combination of schema matching approaches	2002	VLDB	0.00019094502
823	On Schema Matching with Opaque Column Names and Data Values	2003	SIGMOD	0.00013610136
1,967	iMAP: Discovering Complex Semantic Matches between Database Schemas	2004	SIGMOD	9.2816844e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	13,190	Database Technologies for Electronic Commerce	2002	VLDB
2	5,770	Top-K Generation of Integrated Schemas Based on Directed and Weighted Correspondences	2009	SIGMOD
3	5,256	Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior	2012	VLDB
4	12,758	Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems	2010	SIGMOD
5	8,454	SHOAL: Large-scale Hierarchical Taxonomy via Graph-based Query Coalition in E-commerce	2019	VLDB
6	6,580	Supporting Keyword Search in Product Database: A Probabilistic Approach	2013	VLDB
7	4,881	Constructing and Exploring Composite Items	2010	SIGMOD
8	800	Statistical Schema Matching across Web Query Interfaces	2003	SIGMOD
9	13,776	Automated Category Tree Construction in E-Commerce	2022	SIGMOD
10	12,260	Big Data Linkage for Product Specification Pages	2018	SIGMOD