Tianyu Liu

About Tianyu Liu

Tianyu Liu, With an exceptional h-index of 9 and a recent h-index of 9 (since 2020), a distinguished researcher at University of Technology & Management, specializes in the field of Bayesian, Machine learning, Estimation, Signal Processing, Kalman filter.

His recent articles reflect a diverse array of research interests and contributions to the field:

PAC-Bayes Bound on Gaussian Process and Meta-learning: Theory, Models and Algorithms

Robust gaussian process regression with input uncertainty: A pac-bayes perspective

Meta-ADD: A meta-learning based pre-trained model for concept drift active detection

Demystify optimization and generalization of over-parameterized pac-bayesian learning

Streaming PAC-Bayes Gaussian process regression with a performance guarantee for online decision making

PAC-Bayes bounds for meta-learning with data-dependent prior

Statistical generalization performance guarantee for meta-learning with data dependent prior

Automatic learning to detect concept drift

Tianyu Liu Information

University

Position

___

Citations(all)

292

Citations(since 2020)

289

Cited By

87

hIndex(all)

9

hIndex(since 2020)

9

i10Index(all)

9

i10Index(since 2020)

9

Email

University Profile Page

Google Scholar

Tianyu Liu Skills & Research Interests

Bayesian

Machine learning

Estimation

Signal Processing

Kalman filter

Top articles of Tianyu Liu

Title

Journal

Author(s)

Publication Date

PAC-Bayes Bound on Gaussian Process and Meta-learning: Theory, Models and Algorithms

Tianyu Liu

2023

Robust gaussian process regression with input uncertainty: A pac-bayes perspective

IEEE Transactions on Cybernetics

Tianyu Liu

Jie Lu

Zheng Yan

Guangquan Zhang

2022/8/9

Meta-ADD: A meta-learning based pre-trained model for concept drift active detection

Information Sciences

Hang Yu

Qingyong Zhang

Tianyu Liu

Jie Lu

Yimin Wen

...

2022/8/1

Demystify optimization and generalization of over-parameterized pac-bayesian learning

arXiv preprint arXiv:2202.01958

Wei Huang

Chunrui Liu

Yilan Chen

Tianyu Liu

Richard Yi Da Xu

2022/2/4

Streaming PAC-Bayes Gaussian process regression with a performance guarantee for online decision making

arXiv preprint arXiv:2210.08486

Tianyu Liu

Jie Lu

Zheng Yan

Guangquan Zhang

2022/10/16

PAC-Bayes bounds for meta-learning with data-dependent prior

arXiv preprint arXiv:2102.03748

Tianyu Liu

Jie Lu

Zheng Yan

Guangquan Zhang

2021/2/7

Statistical generalization performance guarantee for meta-learning with data dependent prior

Neurocomputing

Tianyu Liu

Jie Lu

Zheng Yan

Guangquan Zhang

2021/11/20

Automatic learning to detect concept drift

arXiv preprint arXiv:2105.01419

Hang Yu

Tianyu Liu

Jie Lu

Guangquan Zhang

2021/5/4

Fully parametric identification for continuous time fractional order Hammerstein systems

Journal of the Franklin Institute

Jiachang Wang

Yiheng Wei

Tianyu Liu

Ang Li

Yong Wang

2020/1/1

See List of Professors in Tianyu Liu University(University of Technology & Management)

Co-Authors

academic-engine