2 citations · 2 across the 3 of their papers we have counts for
6 papers
Minimax Optimal Estimation of Transport-Growth Pairs in Unbalanced Optimal Transport
Donlapark Ponnoprat, Noboru Isobe, Masaaki Imaizumi
Unbalanced optimal transport (UOT) extends classical optimal transport to measures with different total masses, but statistical guarantees for Monge-type estimation remain limited.…
Conditional Counterfactual Mean Embeddings: Doubly Robust Estimation and Learning Rates
Thatchanon Anancharoenkij, Donlapark Ponnoprat
A complete understanding of heterogeneous treatment effects involves characterizing the full conditional distribution of potential outcomes. To this end, we propose the Conditional…
coverforest: Conformal Predictions with Random Forest in Python
Panisara Meehinkong, Donlapark Ponnoprat
Conformal prediction provides a framework for uncertainty quantification, specifically in the forms of prediction intervals and sets with distribution-free guaranteed coverage. Whi…
Minimax Rates of Estimation for Optimal Transport Map between Infinite-Dimensional Spaces
Donlapark Ponnoprat, Masaaki Imaizumi
We investigate the estimation of an optimal transport map between probability measures on an infinite-dimensional space and reveal its minimax optimal rate. Optimal transport theor…
Investigating Privacy Leakage in Dimensionality Reduction Methods via Reconstruction Attack
Chayadon Lumbut, Donlapark Ponnoprat
This study investigates privacy leakage in dimensionality reduction methods through a novel machine learning-based reconstruction attack. Employing an informed adversary threat mod…
Counting Graphlets of Size under Local Differential Privacy
Vorapong Suppakitpaisarn, Donlapark Ponnoprat, Nicha Hirankarn +1
The problem of counting subgraphs or graphlets under local differential privacy is an important challenge that has attracted significant attention from researchers. However, much o…