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 |
|---|---|---|---|---|
| 9,443 | Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation | 2021 | CIDR | 4.3383453e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 1,274 | The Data Civilizer System | 2017 | CIDR | 0.00012869297 |
| 1,422 | Data Management Challenges in Production Machine Learning | 2017 | SIGMOD | 0.00012050431 |
| 1,534 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011462072 |
| 6,614 | Building Machine Learning Systems that Understand | 2016 | SIGMOD | 4.988814e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,118 | An Integrated Development Environment for Faster Feature Engineering | 2014 | VLDB | 5.1992479e-05 |
| 4,547 | Database-Agnostic Workload Management | 2019 | CIDR | 6.0904384e-05 |
| 5,343 | Learned Index Benefits: Machine Learning Based Index Performance Estimation | 2022 | VLDB | 5.5582234e-05 |
| 8,637 | Machine Learning for Data Management: Problems and Solutions | 2018 | SIGMOD | 4.4755972e-05 |
| 7,016 | LLM for Data Management | 2024 | VLDB | 4.8561622e-05 |
| 13,185 | Reimagining Deep Learning Systems Through the Lens of Data Systems | 2024 | VLDB | - |
| 7,008 | Understanding local structure in ranked datasets | 2013 | CIDR | 4.8603531e-05 |
| 1,534 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011462072 |
| 9,243 | The Hopsworks Feature Store for Machine Learning | 2024 | SIGMOD | 4.3648789e-05 |
| 4,006 | Data Platform for Machine Learning | 2019 | SIGMOD | 6.5371762e-05 |