publications

2025

1. NeurIPS

   Kernel-based Equalized Odds: A Quantification of Accuracy-Fairness Trade-off in Fair Representation Learning

   Yijin Ni and Xiaoming Huo

   2025

   HTML
2. JNS

   Sequential and simultaneous distance-based dimension reduction

   Yijin Ni, Chuanping Yu, Hyunouk Ko, and Xiaoming Huo

   Journal of Nonparametric Statistics, 2025

   DOI Bib HTML

   @article{Ni27012025,
     author = {Ni, Yijin and Yu, Chuanping and Ko, Hyunouk and Huo, Xiaoming},
     title = {Sequential and simultaneous distance-based dimension reduction},
     journal = {Journal of Nonparametric Statistics},
     volume = {0},
     number = {0},
     pages = {1--30},
     year = {2025},
     publisher = {Taylor \& Francis},
     doi = {10.1080/10485252.2025.2451036},
     url = {https://doi.org/10.1080/10485252.2025.2451036},
   }

3. arXiv

   A Uniform Concentration Inequality for Kernel-Based Two-Sample Statistics

   Yijin Ni and Xiaoming Huo

   2025

   Bib HTML

   @misc{ni2025uniformconcentrationinequalitykernelbased,
     title = {A Uniform Concentration Inequality for Kernel-Based Two-Sample Statistics},
     author = {Ni, Yijin and Huo, Xiaoming},
     year = {2025},
     eprint = {2405.14051},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     url = {https://arxiv.org/abs/2405.14051},
   }

2023

1. IJOC

   Simultaneous dimension reduction and variable selection for multinomial logistic regression

   Canhong Wen, Zhenduo Li, Ruipeng Dong, Yijin Ni, and Wenliang Pan

   INFORMS Journal on Computing, 2023

   Bib HTML

   @article{wen2023simultaneous,
     title = {Simultaneous dimension reduction and variable selection for multinomial logistic regression},
     author = {Wen, Canhong and Li, Zhenduo and Dong, Ruipeng and Ni, Yijin and Pan, Wenliang},
     journal = {INFORMS Journal on Computing},
     volume = {35},
     number = {5},
     pages = {1044--1060},
     year = {2023},
     publisher = {INFORMS},
   }