Computer Vision and Pattern Recognition · Computer Science
Canopy Tree Height Estimation Using Quantile Regression: Modeling and Evaluating Uncertainty in Remote Sensing
Karsten Schrödter, Jan Pauls, Fabian Gieseke
2026-04-09
Machine Learning · Statistics
Reliable Real-Time Value at Risk Estimation via Quantile Regression Forest with Conformal Calibration
Du-Yi Wang, Guo Liang, Kun Zhang, Qianwen Zhu
2026-02-03
Machine Learning · Statistics
Lassoed Forests: Random Forests with Adaptive Lasso Post-selection
Jing Shang, James Bannon, Benjamin Haibe-Kains, Robert Tibshirani
2025-11-13
Machine Learning · Statistics
Quantile Regression using Random Forest Proximities
Mingshu Li, Bhaskarjit Sarmah, Dhruv Desai, Joshua Rosaler +3
2024-08-06
Machine Learning · Statistics
Locally Optimized Random Forests
Tim Coleman, Kimberly Kaufeld, Mary Frances Dorn, Lucas Mentch
2019-08-28
Machine Learning · Computer Science
Random Forests for Adaptive Nearest Neighbor Estimation of Information-Theoretic Quantities
Ronan Perry, Ronak Mehta, Richard Guo, Eva Yezerets +5
2021-10-06
Signal Processing · Electrical Eng. & Systems
Variance Reduction for Inverse Trace Estimation via Random Spanning Forests
Yusuf Yigit Pilavci, Pierre-Olivier Amblard, Simon Barthelme, Nicolas Tremblay
2022-09-14
Machine Learning · Computer Science
Learning Accurate Decision Trees with Bandit Feedback via Quantized Gradient Descent
Ajaykrishna Karthikeyan, Naman Jain, Nagarajan Natarajan, Prateek Jain
2022-10-03