Finding Influential Training Samples for Gradient Boosted Decision Trees

Finding Influential Training Samples for Gradient Boosted Decision Trees

19 February 2018

Yury Ustinovsky

Maarten de Rijke

Papers citing "Finding Influential Training Samples for Gradient Boosted Decision Trees"

8 / 8 papers shown

Title
LiveVal: Time-aware Data Valuation via Adaptive Reference Points Jie Xu Zihan Wu Cong Wang Xiaohua Jia AI4TS 55 0 0 14 Feb 2025
Differentially Private Shapley Values for Data Evaluation Lauren Watson R. Andreeva Hao Yang Rik Sarkar TDI FAtt FedML 18 6 0 01 Jun 2022
Adapting and Evaluating Influence-Estimation Methods for Gradient-Boosted Decision Trees Jonathan Brophy Zayd Hammoudeh Daniel Lowd TDI 27 22 0 30 Apr 2022
The Shapley Value in Machine Learning Benedek Rozemberczki Lauren Watson Péter Bayer Hao-Tsung Yang Oliver Kiss Sebastian Nilsson Rik Sarkar TDI FAtt 27 205 0 11 Feb 2022
Machine Unlearning for Random Forests Jonathan Brophy Daniel Lowd MU 19 159 0 11 Sep 2020
TLDR: Token Loss Dynamic Reweighting for Reducing Repetitive Utterance Generation Shaojie Jiang Thomas Wolf Christof Monz Maarten de Rijke 33 11 0 26 Mar 2020
Less Is Better: Unweighted Data Subsampling via Influence Function Zifeng Wang Hong Zhu Zhenhua Dong Xiuqiang He Shao-Lun Huang TDI 23 51 0 03 Dec 2019
Towards Efficient Data Valuation Based on the Shapley Value R. Jia David Dao Wei Ping F. Hubis Nicholas Hynes Nezihe Merve Gürel Bo-wen Li Ce Zhang D. Song C. Spanos TDI 11 398 0 27 Feb 2019