Personal Insights for Altering Decisions of Tree-based Ensembles over Time
Summary: Framework for actionable recourse when both an individual’s attributes and the deployed classifier evolve over time. For tree ensembles, it combines model explanations, domain adaptation, and constraint databases to efficiently query plans likely to yield future favorable decisions. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Naama Boer (Tel Aviv University)
- 2. Daniel Deutch (Tel Aviv University)
- 3. Nave Frost (Tel Aviv University)
- 4. Tova Milo (Tel Aviv University)
BibTeX Citation
@article{boer_vldb20,
title = {{Personal Insights for Altering Decisions of Tree-based Ensembles over Time}},
author = {Boer, Naama and Deutch, Daniel and Frost, Nave and Milo, Tova},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {6},
pages = {798--811},
doi = {10.14778/3380750.3380752},
url = {https://doi.org/10.14778/3380750.3380752},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,544 | CFDB: Machine Learning Model Analysis via Databases of CounterFactuals | 2022 | SIGMOD | 5.093636e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,473 | Towards a Theory of Spatial Database Queries (Extended Abstract) | 1994 | PODS | 0.0001066845 |
| 1,890 | Relational Expressive Power of Constraint Query Languages | 1996 | PODS | 9.5330753e-05 |
| 4,536 | On the Representation of Infinite Temporal Data and Queries (Extended Abstract) | 1991 | PODS | 6.641885e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 9,372 | Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration | 2021 | VLDB |
| 2 | 11,960 | Constraint-based Explanation and Repair of Filter-based Transformations | 2018 | VLDB |
| 3 | 1,994 | RainForest - A Framework for Fast Decision Tree Construction of Large Datasets | 1998 | VLDB |
| 4 | 3,960 | HedgeCut: Maintaining Randomised Trees for Low-Latency Machine Unlearning | 2021 | SIGMOD |
| 5 | 11,544 | CFDB: Machine Learning Model Analysis via Databases of CounterFactuals | 2022 | SIGMOD |
| 6 | 12,217 | The Case for Personal Data-Driven Decision Making | 2014 | VLDB |
| 7 | 3,984 | Learning User Preferences By Adaptive Pairwise Comparison | 2015 | VLDB |
| 8 | 11,104 | Datamap-Driven Tabular Coreset Selection for Classifier Training | 2025 | VLDB |
| 9 | 9,874 | Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests | 2023 | VLDB |
| 10 | 7,381 | DeltaBoost: Gradient Boosting Decision Trees with Efficient Machine Unlearning | 2023 | SIGMOD |