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 |
|---|---|---|---|---|
| 1,495 | Ricardo: Integrating R and Hadoop | 2010 | SIGMOD | 0.00011691049 |
| 3,802 | Group Recommendation: Semantics and Efficiency | 2009 | VLDB | 6.7552492e-05 |
| 4,105 | SocialScope: Enabling Information Discovery on Social Content Sites | 2009 | CIDR | 6.4478049e-05 |
| 5,311 | From del.icio.us to x.qui.site: Recommendations in Social Tagging Sites | 2008 | SIGMOD | 5.5741093e-05 |
| 7,960 | Building Community-Centric Information Exploration Applications on Social Content Sites | 2009 | SIGMOD | 4.613363e-05 |
| 11,591 | GIANT: Scalable Creation of a Web-scale Ontology | 2020 | SIGMOD | 4.1945683e-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 |
|---|---|---|---|---|
| 1,790 | StreamRec: A Real-Time Recommender System | 2011 | SIGMOD | 0.00010551363 |
| 2,979 | FlexRecs: Expressing and Combining Flexible Recommendations | 2009 | SIGMOD | 7.7844948e-05 |
| 4,887 | Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior | 2012 | VLDB | 5.8533058e-05 |
| 1,552 | Overview of Data Exploration Techniques | 2015 | SIGMOD | 0.00011408814 |
| 4,308 | REFEREE: An open framework for practical testing of recommender systems using ResearchIndex | 2002 | VLDB | 6.2885419e-05 |
| 4,540 | Automating Exploratory Data Analysis via Machine Learning: An Overview | 2020 | SIGMOD | 6.1033443e-05 |
| 8,584 | Geometric Approaches for Top-k Queries | 2017 | VLDB | 4.4914121e-05 |
| 13,348 | Machine Learning in the Real World | 2016 | VLDB | - |
| 13,668 | Personalized Systems: Models and Methods from an IR and DB perspective | 2005 | VLDB | - |
| 8,296 | Modern Recommender Systems: from Computing Matrices to Thinking with Neurons | 2018 | SIGMOD | 4.5435639e-05 |