Shogo Iwazaki

1. Bayesian Experimental Design for Finding Reliable Level Set under Input Uncertainty
   2019/10/26 by Shogo Iwazaki, I. Yu, Iwazaki, Shogo +3 · 1 citation
   Computer Science · Engineering · #Control Systems and Identification #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
2. Mean-Variance Analysis in Bayesian Optimization under Uncertainty
   2020/09/17 by Shogo Iwazaki, I. Yu, Iwazaki, Shogo +3 · 1 citation
   Computer Science · Decision Sciences · #Gaussian Processes and Bayesian Inference #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms
3. Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective Inference
   2020/10/05 by Vo Nguyen Le Duy, Shogo Iwazaki, Duy, Vo Nguyen Le +3 · 1 citation
   Computer Science · Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Statistical Methods and Inference
4. Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance
   2025/02/10 by Shogo Iwazaki, Iwazaki, Shogo, Shion Takeno +1 · 4 citations
   Computer Science · Decision Sciences · Environmental Science · #Gaussian Processes and Bayesian Inference #Advanced Bandit Algorithms Research #Air Quality Monitoring and Forecasting
5. Gaussian Process Upper Confidence Bound Achieves Nearly-Optimal Regret in Noise-Free Gaussian Process Bandits
   2025/02/26 by Shogo Iwazaki, Iwazaki, Shogo · 2 citations
   Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference #Domain Adaptation and Few-Shot Learning
6. Near-Optimal Algorithm for Non-Stationary Kernelized Bandits
   2024/10/21 by Shogo Iwazaki, Iwazaki, Shogo, Shion Takeno +1 · 2 citations
   Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Sparse and Compressive Sensing Techniques