TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications
Summary: TRACER enables accurate, interpretable high-stakes analytics with TITV, separating time-invariant/time-variant feature importance. Self-attention and feature-wise transform yield patient- and feature-level explanations; validated on real hospital data. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Kaiping Zheng
- 2. Shaofeng Cai
- 3. Horng Ruey Chua
- 4. Wei Wang
- 5. Kee Yuan Ngiam
- 6. Beng Chin Ooi
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,157 | ARM-Net: Adaptive Relation Modeling Network for Structured Data | 2021 | SIGMOD | 7.4679349e-05 |
| 4,762 | METER: A Dynamic Concept Adaptation Framework for Online Anomaly Detection | 2024 | VLDB | 5.9338398e-05 |
| 6,498 | Falcon: A Privacy-Preserving and Interpretable Vertical Federated Learning System | 2023 | VLDB | 5.031352e-05 |
| 8,386 | PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery | 2021 | SIGMOD | 4.525798e-05 |
| 9,325 | Powering In-Database Dynamic Model Slicing for Structured Data Analytics | 2024 | VLDB | 4.351469e-05 |
| 9,926 | AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment | 2021 | SIGMOD | 4.2492066e-05 |
| 11,037 | CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics | 2024 | VLDB | 4.1905499e-05 |
| 11,189 | Regularized Pairwise Relationship based Analytics for Structured Data | 2023 | SIGMOD | 4.1905499e-05 |
| 13,232 | DyHealth: Making Neural Networks Dynamic for Effective Healthcare Analytics | 2022 | VLDB | - |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 557 | SystemML: Declarative Machine Learning on Spark | 2016 | VLDB | 0.00020186115 |
| 758 | Materialization Optimizations for Feature Selection Workloads | 2014 | SIGMOD | 0.00017053915 |
| 2,831 | Smile: A System to Support Machine Learning on EEG Data at Scale | 2019 | VLDB | 8.0485807e-05 |
| 3,753 | Choosing A Cloud DBMS: Architectures and Tradeoffs | 2019 | VLDB | 6.7850001e-05 |
| 5,842 | GEMINI: An Integrative Healthcare Analytics System | 2014 | VLDB | 5.3062554e-05 |
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