Personal information

Deep Learning, Bayesian Statistics, Optimization, Signal Processing

Biography

Professor & Founding Director, Recearch Center for Applied Mathematics and Machine Intelligence, Zhejiang Lab. (Jan. 2022 - Present)
Research expert, Zhejiang Lab. (Feb. 2021 - Dec. 2021)
Senior algorithm expert, Alibaba Group. (April 2020 - Feb. 2021)
Asso. Prof., School of Computer Science, Nanjing Univ. of Posts and Telecomm. (NUPT). ( July 2014 - April 2020)
Visiting Scholar, Carnegie Mellon University (CMU). (Aug. 2016 - July 2017)
Lecturer, School of Computer Science and Technology, NUPT. (Dec. 2012 - July 2014)
Senior Engineer, Huawei Tech. Co., Ltd. (June 2012 - Dec. 2012)
Senior Research Fellow and Team Leader, Shenzhen Kuang-Chi Institute of Advanced Technology. (Nov. 2011 -
May 2012)
Research Fellow and Team Leader, Shenzhen Kuang-Chi Institute of Advanced Technology. (Sep. 2010 - Oct.2011)
Research Scholar, Duke University. (Feb. 2009 - July 2010)
Research Scholar, Statistical and Applied Mathematical Sciences Institute (SAMSI). (Feb. 2009 - March 2010)

Activities

Employment (3)

Zhejiang Lab: Hangzhou, Zhejiang, CN

2021-02-25 to present
Employment
Source: Self-asserted source
Bin Liu

Alibaba Group: Hangzhou, Zhejiang, CN

2020-04-27 to 2021-02-24
Employment
Source: Self-asserted source
Bin Liu

Nanjing University of posts and telecommunications: Nanjing, Jiangsu, CN

2012-12-21 to 2020-04-26 | Associate Professor (School of Computer science )
Employment
Source: Self-asserted source
Bin Liu

Education and qualifications (2)

Chinese Academy of Sciences: Beijing, Beijing, CN

2004-09-01 to 2009-01-31 | Ph.D
Education
Source: Self-asserted source
Bin Liu

Beijing University of Posts and Telecommunications: Beijing, Beijing, CN

2000-09-01 to 2004-07-01 | B.E
Education
Source: Self-asserted source
Bin Liu

Works (38)

Annealed adaptive importance sampling method in PINNs for solving high dimensional partial differential equations

Journal of Computational Physics
2025-01 | Journal article
Contributors: Zhengqi Zhang; Jing Li; Bin Liu
Source: check_circle
Crossref

FADS: Fourier-Augmentation Based Data-Shunting for Few-Shot Classification

IEEE Transactions on Circuits and Systems for Video Technology
2024-02 | Journal article
Contributors: Shuai Shao; Yan Wang; Bin Liu; Weifeng Liu; Yanjiang Wang; Baodi Liu
Source: check_circle
Crossref

Stochastic Weight Averaging Revisited

Applied Sciences
2023-02-24 | Journal article
Contributors: Hao Guo; Jiyong Jin; Bin Liu
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Robust Dynamic Multi-Modal Data Fusion: A Model Uncertainty Perspective

IEEE Signal Processing Letters
2021 | Journal article
Contributors: Bin Liu
Source: check_circle
Crossref

A Survey on Trust Modeling from a Bayesian Perspective

Wireless Personal Communications
2020-05-24 | Journal article
Contributors: Bin Liu
Source: check_circle
Crossref

Posterior exploration based sequential Monte Carlo for global optimization

Journal of Global Optimization
2017-07-05 | Journal article
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

Online Fault-Tolerant Dynamic Event Region Detection in Sensor Networks via Trust Model

2017 IEEE Wireless Communications and Networking Conference (WCNC)
2017-03 | Conference paper
Contributors: Jiejie Wang; Bin Liu
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

Robust particle filter by dynamic averaging of multiple noise models

2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2017-03 | Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

Evolutionary Computation and Big Data: Key Challenges and Future Directions

Data Mining and Big Data
2016 | Other
Contributors: Shi Cheng; Bin Liu; Yuhui Shi; Yaochu Jin; Bin Li
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

Particle Filter Optimization: A Brief Introduction

Advances in Swarm Intelligence
2016 | Other
Contributors: Bin Liu; Shi Cheng; Yuhui Shi
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

Robust video object tracking via Bayesian model averaging based feature fusion

2016-10-31 | Journal issue or edition
Source: Self-asserted source
Bin Liu

Survey on data science with population-based algorithms

Big Data Analytics
2016-07-01 | Journal article
Contributors: Shi Cheng; Bin Liu; T. O. Ting; Quande Qin; Yuhui Shi; Kaizhu Huang
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

Dynamic Secure Interconnection for Security Enhancement in Cloud Computing

International Journal of Computers Communications & Control
2016-03 | Journal article
Contributors: Liwen He; Feiyi Huang; Jie Zhang; Bin Liu; Chunling Chen; Zonghua Zhang; Yang Yang; Weifeng Lu
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

Persymmetric adaptive detection and range estimation of a small target

IEEE Transactions on Aerospace and Electronic Systems
2015-10 | Journal article
Contributors: Chengpeng Hao; Saeed Gazor; Goffredo Foglia; Bin Liu; Chaohuan Hou
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

Low-Latency Near-Capacity MIMO Detection Using Parallel and Hybrid QRD-MCMC Algorithm

The 3rd IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP 2015)
2015-09-01 | Conference paper
Source: Self-asserted source
Bin Liu

Toward Reliable Data Analysis for Internet of Things by Bayesian Dynamic Modeling and Computation

The 3rd IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP 2015)
2015-09-01 | Conference paper
Source: Self-asserted source
Bin Liu

Probabilistic Trust Evaluation with Inaccurate Reputation Reports

International Journal of Distributed Sensor Networks
2015-06-01 | Journal article
Contributors: Bin Liu; Geng Yang
Source: check_circle
Crossref

Bayesian Nonparametric Modeling for Rapid Design of Metamaterial Microstructures

International Journal of Antennas and Propagation
2014 | Journal article
Contributors: Bin Liu; Chunlin Ji
Source: check_circle
Crossref

Automated Metamaterial Design with Computer Model Emulation and Bayesian Optimization

Applied Mechanics and Materials
2014-08-01 | Journal article
Source: Self-asserted source
Bin Liu

ADAPTIVE ANNEALED IMPORTANCE SAMPLING FOR MULTIMODAL POSTERIOR EXPLORATION AND MODEL SELECTION WITH APPLICATION TO EXTRASOLAR PLANET DETECTION

The Astrophysical Journal Supplement Series
2014-07-03 | Journal article
Contributors: Bin Liu
Source: check_circle
Crossref

Ensemble unscented Kalman filter for state inference in continuous-discrete systems

Journal of Engineering
2014-05-01 | Journal article
Source: Self-asserted source
Bin Liu

Sequential Bearings‐Only‐Tracking Initiation with Particle Filtering Method

The Scientific World Journal
2013-01 | Journal article
Contributors: Bin Liu; Chengpeng Hao; N. Bouguila; N. M. Kwok
Source: check_circle
Crossref

Bayesian methods for analysis and adaptive scheduling of exoplanet observations

Statistical Methodology
2012-05-01 | Journal article | Author
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Instantaneous frequency tracking under model uncertainty via dynamic model averaging and particle filtering

IEEE Trans. on Wireless Communications
2011-06-01 | Journal article | Author
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Performance analysis of a two-stage Rao detector

Signal Processing
2011-06-01 | Journal article | Author
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Parametric adaptive radar detector with enhanced mismatched signals rejection capabilities

EURASIP Journal on Advances in Signal Processing
2010-11-01 | Journal article | Author
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Multi-target tracking in clutter with sequential Monte Carlo methods

IET Radar, Sonar & Navigation
2010-06-01 | Journal article | Author
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Blending Sensor Scheduling Strategy with Particle Filter to Track a Smart Target.

Wireless Sensor Networks
2009-12-01 | Journal article | Author
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

State space model-based trust evaluation over wireless sensor networks: an iterative particle filter approach

The Journal of Engineering
2009-02-01 | Journal article
Contributors: Bin Liu; Shi Cheng
Source: Self-asserted source
Bin Liu via Crossref Metadata Search

A bearings-only-tracking framework based on the EKF and UKF combined algorithm

Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

A Nonlinear Kalman Filtering Algorithm For On-line Estimation With Reasonable Computing Burdens

Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

A particle filter using SVD based sampling Kalman filter to obtain the proposal distribution

Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

An introduction to Bayesian techniques for sensor networks

Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Bayesian methods for exoplanet science: Planet detection, orbit estimation, and adaptive observing

Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Performance Analysis of OSCA-CFAR Detector under K-distribution Clutter Edge Situation

Journal article
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Resolve the problem of BOT by relative movement geometry

Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Single-tone frequency tracking using a particle filter with improvement strategies

Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Smart target tracking using sensor scheduling and particle filter

Conference paper
Contributors: Bin Liu
Source: Self-asserted source
Bin Liu

Peer review (14 reviews for 10 publications/grants)

Review activity for Artificial intelligence review. (1)
Review activity for Artificial intelligence review. (1)
Review activity for Diagnostics. (2)
Review activity for IEEE transactions on knowledge and data engineering. (1)
Review activity for IEEE transactions on wireless communications. (1)
Review activity for IET signal processing. (2)
Review activity for IET smart grid. (1)
Review activity for Knowledge and information systems. (3)
Review activity for Knowledge-based systems. (1)
Review activity for Statistical computation and simulation. (1)