Kim, Ilmun
- Classification accuracy as a proxy for two sample testing
2016/02/06 by Kim, Ilmun, Ramdas, Aaditya, Singh, Aarti +1 · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
- Local permutation tests for conditional independence
2021/12/22 by Ilmun Kim, Kim, Ilmun, Matey Neykov +5 · 5 citations
Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
- A Permutation-free Kernel Two-Sample Test
2022/11/27 by Shubhanshu Shekhar, Ilmun Kim, Shekhar, Shubhanshu +3 · 6 citations
Computer Science · Mathematics · #Advanced Statistical Methods and Models #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Inference #Statistics Theory (math.ST)
- A Permutation-Free Kernel Independence Test
2022/12/18 by Shubhanshu Shekhar, Ilmun Kim, Shekhar, Shubhanshu +3 · 5 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Minimax optimality of permutation tests
2020/03/30 by Ilmun Kim, Sivaraman Balakrishnan, Kim, Ilmun +3 · 5 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Statistical Methods in Clinical Trials #Statistical Methods and Bayesian Inference
- Comparing a Large Number of Multivariate Distributions
2019/04/11 by Ilmun Kim, Kim, Ilmun · 2 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Dimension-agnostic inference using cross U-statistics
2020/11/10 by Kim, Ilmun, Ramdas, Aaditya · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- Differentially Private Permutation Tests
2023/10/29 by Ilmun Kim, Antonin Schrab, Kim, Ilmun +1 · 3 citations
Computer Science · Mathematics · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST) #cs.CR #cs.LG #math.ST #stat.ME #stat.ML #stat.TH
- Computational-Statistical Trade-off in Kernel Two-Sample Testing with Random Fourier Features
2024/07/12 by Ikjun Choi, Choi, Ikjun, Ilmun Kim +1 · 3 citations
Computer Science · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference #Statistics Theory (math.ST)
- Semi-Supervised U-statistics
2024/02/29 by Kim, Ilmun, Wasserman, Larry, Balakrishnan, Sivaraman +1 · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- Nearly Minimax Optimal Wasserstein Conditional Independence Testing
2023/08/16 by Matey Neykov, Neykov, Matey, Larry Wasserman +5 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Mathematics #Statistics Theory (math.ST)
- Locally minimax optimal confidence sets for the best model
2025/03/27 by Kim, Ilmun, Ramdas, Aaditya · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- Robust Kernel Hypothesis Testing under Data Corruption
2024/05/30 by Antonin Schrab, Ilmun Kim, Schrab, Antonin +1 · 1 citation
Engineering · #Fault Detection and Control Systems