Introduction to Recommender Systems
Summary: Hands-on tutorial on recommender systems for data-management researchers, emphasizing practical implementation and evaluation. Covers collaborative filtering, rules-based systems, and information filtering, with guidance on integrating these methods into scalable data pipelines for database-backed systems. (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 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,494 | Ricardo: Integrating R and Hadoop | 2010 | SIGMOD | 0.00011677793 |
| 3,804 | Group Recommendation: Semantics and Efficiency | 2009 | VLDB | 6.7487709e-05 |
| 4,104 | SocialScope: Enabling Information Discovery on Social Content Sites | 2009 | CIDR | 6.4428325e-05 |
| 5,317 | From del.icio.us to x.qui.site: Recommendations in Social Tagging Sites | 2008 | SIGMOD | 5.5687498e-05 |
| 7,963 | Building Community-Centric Information Exploration Applications on Social Content Sites | 2009 | SIGMOD | 4.6089395e-05 |
| 11,595 | GIANT: Scalable Creation of a Web-scale Ontology | 2020 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,788 | StreamRec: A Real-Time Recommender System | 2011 | SIGMOD | 0.00010541173 |
| 2,982 | FlexRecs: Expressing and Combining Flexible Recommendations | 2009 | SIGMOD | 7.7771174e-05 |
| 4,891 | Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior | 2012 | VLDB | 5.8476762e-05 |
| 1,507 | Overview of Data Exploration Techniques | 2015 | SIGMOD | 0.00011594294 |
| 4,301 | REFEREE: An open framework for practical testing of recommender systems using ResearchIndex | 2002 | VLDB | 6.2824978e-05 |
| 4,540 | Automating Exploratory Data Analysis via Machine Learning: An Overview | 2020 | SIGMOD | 6.0978937e-05 |
| 8,581 | Geometric Approaches for Top-k Queries | 2017 | VLDB | 4.4874332e-05 |
| 13,361 | Machine Learning in the Real World | 2016 | VLDB | - |
| 13,682 | Personalized Systems: Models and Methods from an IR and DB perspective | 2005 | VLDB | - |
| 8,290 | Modern Recommender Systems: from Computing Matrices to Thinking with Neurons | 2018 | SIGMOD | 4.5392079e-05 |