Tree Ensemble Explainability through the Hoeffding Functional Decomposition and TreeHFD Algorithm
Fuente:
arXiv
Saved in:
| Main Author: | Bénard, Clément |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Hoeffding Concept Bottleneck Models with Applications to Overhead Images
by: Bénard, Clément, et al.
Published: (2026)
by: Bénard, Clément, et al.
Published: (2026)
Fourier Analysis on the Boolean Hypercube via Hoeffding Functional Decomposition
by: Ferrere, Baptiste, et al.
Published: (2025)
by: Ferrere, Baptiste, et al.
Published: (2025)
On Imbalanced Regression with Hoeffding Trees
by: Alchirch, Pantia-Marina, et al.
Published: (2026)
by: Alchirch, Pantia-Marina, et al.
Published: (2026)
Soft Hoeffding Tree: A Transparent and Differentiable Model on Data Streams
by: Köbschall, Kirsten, et al.
Published: (2024)
by: Köbschall, Kirsten, et al.
Published: (2024)
Adaptive Hoeffding Tree with Transfer Learning for Streaming Synchrophasor Data Sets
by: Mrabet, Zakaria El, et al.
Published: (2025)
by: Mrabet, Zakaria El, et al.
Published: (2025)
An RKHS Perspective on Tree Ensembles
by: Dagdoug, Mehdi, et al.
Published: (2025)
by: Dagdoug, Mehdi, et al.
Published: (2025)
MIHT: A Hoeffding Tree for Time Series Classification using Multiple Instance Learning
by: Esteban, Aurora, et al.
Published: (2026)
by: Esteban, Aurora, et al.
Published: (2026)
MMD-based Variable Importance for Distributional Random Forest
by: Bénard, Clément, et al.
Published: (2023)
by: Bénard, Clément, et al.
Published: (2023)
Extending Explainable Ensemble Trees (E2Tree) to regression contexts
by: Aria, Massimo, et al.
Published: (2024)
by: Aria, Massimo, et al.
Published: (2024)
Hoeffding adaptive trees for multi-label classification on data streams
by: Esteban, Aurora, et al.
Published: (2024)
by: Esteban, Aurora, et al.
Published: (2024)
A Natural Gas Consumption Forecasting System for Continual Learning Scenarios based on Hoeffding Trees with Change Point Detection Mechanism
by: Svoboda, Radek, et al.
Published: (2023)
by: Svoboda, Radek, et al.
Published: (2023)
Hoeffding decomposition of black-box models with dependent inputs
by: Idrissi, Marouane Il, et al.
Published: (2023)
by: Idrissi, Marouane Il, et al.
Published: (2023)
Explainability of Algorithms
by: Páez, Andrés
Published: (2025)
by: Páez, Andrés
Published: (2025)
Discretization-free Multicalibration through Loss Minimization over Tree Ensembles
by: Jin, Hongyi Henry, et al.
Published: (2025)
by: Jin, Hongyi Henry, et al.
Published: (2025)
Learning Performance Maximizing Ensembles with Explainability Guarantees
by: Pisztora, Vincent, et al.
Published: (2023)
by: Pisztora, Vincent, et al.
Published: (2023)
Woodelf++: A Fast and Unified Partial Dependence Plot Algorithm for Decision Tree Ensembles
by: Wettenstein, Ron, et al.
Published: (2026)
by: Wettenstein, Ron, et al.
Published: (2026)
Explainable Multimodal Regression via Information Decomposition
by: Ma, Zhaozhao, et al.
Published: (2025)
by: Ma, Zhaozhao, et al.
Published: (2025)
Ensembles of Probabilistic Regression Trees
by: Seiller, Alexandre, et al.
Published: (2024)
by: Seiller, Alexandre, et al.
Published: (2024)
Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles
by: Emine, Youssouf, et al.
Published: (2024)
by: Emine, Youssouf, et al.
Published: (2024)
Glitches in Decision Tree Ensemble Models
by: Chandra, Satyankar, et al.
Published: (2025)
by: Chandra, Satyankar, et al.
Published: (2025)
Quantitative Verification of Fairness in Tree Ensembles
by: Zhao, Zhenjiang, et al.
Published: (2025)
by: Zhao, Zhenjiang, et al.
Published: (2025)
Inherently Interpretable Tree Ensemble Learning
by: Yang, Zebin, et al.
Published: (2024)
by: Yang, Zebin, et al.
Published: (2024)
Tree-Averaging Algorithms for Ensemble-Based Unsupervised Discontinuous Constituency Parsing
by: Shayegh, Behzad, et al.
Published: (2024)
by: Shayegh, Behzad, et al.
Published: (2024)
Polynomial Threshold Functions of Bounded Tree-Width: Some Explainability and Complexity Aspects
by: Chubarian, Karine, et al.
Published: (2025)
by: Chubarian, Karine, et al.
Published: (2025)
A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets
by: Räisä, Ossi, et al.
Published: (2024)
by: Räisä, Ossi, et al.
Published: (2024)
An Ensemble Framework for Explainable Geospatial Machine Learning Models
by: Liu, Lingbo
Published: (2024)
by: Liu, Lingbo
Published: (2024)
TimeSliver : Symbolic-Linear Decomposition for Explainable Time Series Classification
by: Pandey, Akash, et al.
Published: (2026)
by: Pandey, Akash, et al.
Published: (2026)
Linear Mode Connectivity in Differentiable Tree Ensembles
by: Kanoh, Ryuichi, et al.
Published: (2024)
by: Kanoh, Ryuichi, et al.
Published: (2024)
Faster Repeated Evasion Attacks in Tree Ensembles
by: Cascioli, Lorenzo, et al.
Published: (2024)
by: Cascioli, Lorenzo, et al.
Published: (2024)
Tree Ensembles for Contextual Bandits
by: Nilsson, Hannes, et al.
Published: (2024)
by: Nilsson, Hannes, et al.
Published: (2024)
Towards Trustworthy Keylogger detection: A Comprehensive Analysis of Ensemble Techniques and Feature Selections through Explainable AI
by: Mahmud, Monirul Islam
Published: (2025)
by: Mahmud, Monirul Islam
Published: (2025)
Explainable Reinforcement Learning via Temporal Policy Decomposition
by: Ruggeri, Franco, et al.
Published: (2025)
by: Ruggeri, Franco, et al.
Published: (2025)
An Explainable Stacked Ensemble Model for Static Route-Free Estimation of Time of Arrival
by: Schleibaum, Sören, et al.
Published: (2022)
by: Schleibaum, Sören, et al.
Published: (2022)
Boosting-Based Sequential Meta-Tree Ensemble Construction for Improved Decision Trees
by: Maniwa, Ryota, et al.
Published: (2024)
by: Maniwa, Ryota, et al.
Published: (2024)
Learning Protein Structure-Function Relationships through Knowledge-guided Representation Decomposition
by: Wang, Mingqing, et al.
Published: (2026)
by: Wang, Mingqing, et al.
Published: (2026)
Distributional Regression U-Nets for the Postprocessing of Precipitation Ensemble Forecasts
by: Pic, Romain, et al.
Published: (2024)
by: Pic, Romain, et al.
Published: (2024)
REALITrees: Rashomon Ensemble Active Learning for Interpretable Trees
by: Nguyen, Simon D., et al.
Published: (2026)
by: Nguyen, Simon D., et al.
Published: (2026)
Tree-based Ensemble Learning for Out-of-distribution Detection
by: Shen, Zhaiming, et al.
Published: (2024)
by: Shen, Zhaiming, et al.
Published: (2024)
A-PETE: Adaptive Prototype Explanations of Tree Ensembles
by: Karolczak, Jacek, et al.
Published: (2024)
by: Karolczak, Jacek, et al.
Published: (2024)
Classy Ensemble: A Novel Ensemble Algorithm for Classification
by: Sipper, Moshe
Published: (2023)
by: Sipper, Moshe
Published: (2023)
Similar Items
-
Hoeffding Concept Bottleneck Models with Applications to Overhead Images
by: Bénard, Clément, et al.
Published: (2026) -
Fourier Analysis on the Boolean Hypercube via Hoeffding Functional Decomposition
by: Ferrere, Baptiste, et al.
Published: (2025) -
On Imbalanced Regression with Hoeffding Trees
by: Alchirch, Pantia-Marina, et al.
Published: (2026) -
Soft Hoeffding Tree: A Transparent and Differentiable Model on Data Streams
by: Köbschall, Kirsten, et al.
Published: (2024) -
Adaptive Hoeffding Tree with Transfer Learning for Streaming Synchrophasor Data Sets
by: Mrabet, Zakaria El, et al.
Published: (2025)