Bayesian Optimization for Simultaneous Selection of Machine Learning Algorithms and Hyperparameters on Shared Latent Space

Authors: Ishikawa, Kazuki, Ozaki, Ryota, Kanzaki, Yohei, Takeuchi, Ichiro, Karasuyama, Masayuki

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.09329

Pareto-frontier Entropy Search with Variational Lower Bound Maximization

Authors: Ishikura, Masanori, Karasuyama, Masayuki

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2501.19073

Regret Analysis for Randomized Gaussian Process Upper Confidence Bound

Authors: Takeno, Shion, Inatsu, Yu, Karasuyama, Masayuki

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2409.00979

Learning Attributed Graphlets: Predictive Graph Mining by Graphlets with Trainable Attribute

Authors: Shinji, Tajima, Sugihara, Ren, Kitahara, Ryota, Karasuyama, Masayuki

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2402.06932

Multi-Objective Bayesian Optimization with Active Preference Learning

Authors: Ozaki, Ryota, Ishikawa, Kazuki, Kanzaki, Youhei, Suzuki, Shinya, Takeno, Shion, Takeuchi, Ichiro, Karasuyama, Masayuki

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2311.13460

Posterior Sampling-Based Bayesian Optimization with Tighter Bayesian Regret Bounds

Authors: Takeno, Shion, Inatsu, Yu, Karasuyama, Masayuki, Takeuchi, Ichiro

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2311.03760

Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes

Authors: Takeno, Shion, Nomura, Masahiro, Karasuyama, Masayuki

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2302.01513

Randomized Gaussian Process Upper Confidence Bound with Tighter Bayesian Regret Bounds

Authors: Takeno, Shion, Inatsu, Yu, Karasuyama, Masayuki

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2302.01511

Bayesian Optimization for Distributionally Robust Chance-constrained Problem

Authors: Inatsu, Yu, Takeno, Shion, Karasuyama, Masayuki, Takeuchi, Ichiro

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2201.13112

Bayesian Optimization for Cascade-type Multi-stage Processes

Authors: Kusakawa, Shunya, Takeno, Shion, Inatsu, Yu, Kutsukake, Kentaro, Iwazaki, Shogo, Nakano, Takashi, Ujihara, Toru, Karasuyama, Masayuki, Takeuchi, Ichiro

Source: Neural Computation (2022) 34 (12): 2408-2431

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Mathematics - Optimization and Control

Access URL: http://arxiv.org/abs/2111.08330

Sequential- and Parallel- Constrained Max-value Entropy Search via Information Lower Bound

Authors: Takeno, Shion, Tamura, Tomoyuki, Shitara, Kazuki, Karasuyama, Masayuki

Source: Proceedings of the 39th International Conference on Machine Learning, PMLR 162:20960-20986, 2022

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2102.09788

Computational Design of Stable and Highly Ion-conductive Materials using Multi-objective Bayesian Optimization: Case Studies on Diffusion of Oxygen and Lithium

Authors: Karasuyama, Masayuki, Kasugai, Hiroki, Tamura, Tomoyuki, Shitara, Kazuki

Subject Terms: Physics - Computational Physics, Condensed Matter - Materials Science

Access URL: http://arxiv.org/abs/2003.09036

Cost-effective search for lower-error region in material parameter space using multifidelity Gaussian process modeling

Authors: Takeno, Shion, Tsukada, Yuhki, Fukuoka, Hitoshi, Koyama, Toshiyuki, Shiga, Motoki, Karasuyama, Masayuki

Source: Phys. Rev. Materials 4, 083802 (2020)

Subject Terms: Condensed Matter - Materials Science, Computer Science - Machine Learning, Physics - Computational Physics, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2003.13428

Distance Metric Learning for Graph Structured Data

Authors: Yoshida, Tomoki, Takeuchi, Ichiro, Karasuyama, Masayuki

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2002.00727

Active-learning-based efficient prediction of ab-initio atomic energy: a case study on a Fe random grain boundary model with millions of atoms

Authors: Tamura, Tomoyuki, Karasuyama, Masayuki

Source: Phys. Rev. Materials 4, 113602 (2020)

Subject Terms: Condensed Matter - Materials Science, Physics - Computational Physics

Access URL: http://arxiv.org/abs/1912.04596

Active learning for level set estimation under cost-dependent input uncertainty

Authors: Inatsu, Yu, Karasuyama, Masayuki, Inoue, Keiichi, Takeuchi, Ichiro

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/1909.06064

Multi-objective Bayesian Optimization using Pareto-frontier Entropy

Authors: Suzuki, Shinya, Takeno, Shion, Tamura, Tomoyuki, Shitara, Kazuki, Karasuyama, Masayuki

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1906.00127

Statistically Discriminative Sub-trajectory Mining

Authors: Duy, Vo Nguyen Le, Sakuma, Takuto, Ishiyama, Taiju, Toda, Hiroki, Nishi, Kazuya, Karasuyama, Masayuki, Okubo, Yuta, Sunaga, Masayuki, Tabei, Yasuo, Takeuchi, Ichiro

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/1905.01788

Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its parallelization

Authors: Takeno, Shion, Fukuoka, Hitoshi, Tsukada, Yuhki, Koyama, Toshiyuki, Shiga, Motoki, Takeuchi, Ichiro, Karasuyama, Masayuki

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/1901.08275

Safe Triplet Screening for Distance Metric Learning

Authors: Yoshida, Tomoki, Takeuchi, Ichiro, Karasuyama, Masayuki

Subject Terms: Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1802.03923