Modern Recommender Systems: from Computing Matrices to Thinking with Neurons
Summary: Tutorial on modern recommender systems spanning matrix factorization, bandits, and deep nets; large-scale examples illustrate capabilities. Covers evaluation challenges, future directions, and integrating recommender methods with database research. (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 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 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 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 460 | SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics | 2015 | VLDB | 0.00022516069 |
| 5,785 | REACT: Context-Sensitive Recommendations for Data Analysis | 2016 | SIGMOD | 5.3284468e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,346 | Deep Learning: Systems and Responsibility | 2021 | SIGMOD | 4.5420668e-05 |
| 13,668 | Personalized Systems: Models and Methods from an IR and DB perspective | 2005 | VLDB | - |
| 3,802 | Group Recommendation: Semantics and Efficiency | 2009 | VLDB | 6.7552492e-05 |
| 4,887 | Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior | 2012 | VLDB | 5.8533058e-05 |
| 2,979 | FlexRecs: Expressing and Combining Flexible Recommendations | 2009 | SIGMOD | 7.7844948e-05 |
| 12,211 | RecBench: Benchmarks for Evaluating Performance of Recommender System Architectures | 2011 | VLDB | 4.1945683e-05 |
| 1,790 | StreamRec: A Real-Time Recommender System | 2011 | SIGMOD | 0.00010551363 |
| 12,007 | Show Me the Money: Dynamic Recommendations for Revenue Maximization | 2014 | VLDB | 4.1945683e-05 |
| 11,846 | Real-time Video Recommendation Exploration | 2016 | SIGMOD | 4.1945683e-05 |
| 2,217 | Introduction to Recommender Systems | 2008 | SIGMOD | 9.2690171e-05 |