ItemSuggest: A Data Management Platform for Machine Learned Ranking Services
Summary: ItemSuggest is a data-management–centric platform for building contextual ML ranking services that streamlines training-data collection, quality validation/monitoring, feature lifecycle, model training/eval and A/B testing to maximize experiment velocity. It reports large-scale production lessons and highlights research avenues in transformation engines for feature engineering and compact training-set representations. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sandeep Tata
- 2. Vlad Panait
- 3. Suming J. Chen
- 4. Mike Colagrosso
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,438 | Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation | 2021 | CIDR | 4.3425082e-05 |
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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 |
|---|---|---|---|---|
| 1,277 | The Data Civilizer System | 2017 | CIDR | 0.00012879695 |
| 1,420 | Data Management Challenges in Production Machine Learning | 2017 | SIGMOD | 0.00012057956 |
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
| 6,615 | Building Machine Learning Systems that Understand | 2016 | SIGMOD | 4.9936072e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,115 | An Integrated Development Environment for Faster Feature Engineering | 2014 | VLDB | 5.2042468e-05 |
| 4,549 | Database-Agnostic Workload Management | 2019 | CIDR | 6.0926728e-05 |
| 5,337 | Learned Index Benefits: Machine Learning Based Index Performance Estimation | 2022 | VLDB | 5.5635208e-05 |
| 8,637 | Machine Learning for Data Management: Problems and Solutions | 2018 | SIGMOD | 4.479892e-05 |
| 7,020 | LLM for Data Management | 2024 | VLDB | 4.8595728e-05 |
| 13,171 | Reimagining Deep Learning Systems Through the Lens of Data Systems | 2024 | VLDB | - |
| 7,009 | Understanding local structure in ranked datasets | 2013 | CIDR | 4.8637193e-05 |
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
| 9,236 | The Hopsworks Feature Store for Machine Learning | 2024 | SIGMOD | 4.3690661e-05 |
| 4,003 | Data Platform for Machine Learning | 2019 | SIGMOD | 6.54347e-05 |