Kexin Lv’s homepage

Biography

I am a Ph.D student in PAMI lab in Shanghai Jiao Tong University (SJTU), China. I received my B.E. degree in Communication Engineering, Wuhan University in 2018. My research interests lie in distributed machine learning, federated learning and statistical learning.

Education

  • Ph.D Student in Department of Automation, SJTU, Sept. 2018 - Present.
  • B.E. Degree in Communication Engineering, Wuhan University, Sept. 2014 - Jun. 2018.

Publication

  • Runze Yang, Yingying Liu, Kexin Lv, Yizhang Huang, Mingxia Sun, Yi Wu, Zhenhua Yue, Pengjia Cao, Jie Yang*. Respiratory sound classification byapplying the deep neural network with the blocking variables. Under review, 2022. [LINK]

  • Kexin Lv, Fan He, Xiaolin Huang*, Jie Yang*. Consensus-Based Distributed Algorithm for GEP. Under review, 2022.

  • Kexin Lv, Zheng Sun, Fan He, Xiaolin Huang*, Jie Yang*. One-Shot Distributed Generalized Eigenvalue Problem (DGEP): Concept, Algorithm and Experiments, in Applied Sciences, 12, no. 10: 5128, 2022, doi: 10.3390/app12105128. [LINK]

  • Kexin Lv, Zheng Sun, Fan He, Xiaolin Huang*, Jie Yang*. One-shot Distributed Algorithm for Generalized Eigenvalue Problem. in ICCAI, 2022. [LINK]

  • Fan He, Kexin Lv, Jie Yang, Xiaolin Huang*, “One-Shot Distributed Algorithm for PCA With RBF Kernels”, in IEEE Signal Processing Letters, vol. 28, pp. 1465-1469, 2021, doi: 10.1109/LSP.2021.3095017. [LINK]

  • Jia Cai, Kexin Lv, Junyi Huo, Xiaolin Huang*, Jie Yang. Sparse Generalized Canonical Correlation Analysis: Distributed Alternating Iteration based Approach. Arxiv preprint, 2020. [LINK]

* indicates the corresponding author.

Work Experience

  • Lab Project: Respiratory Sound Classification, May 2021 - Dec. 2021
    • Develop visualization tool

Award

  • Third prize in National Post-graduate Mathematical Contest in Modeling, 2019.
  • Outstanding Graduate in Wuhan University, 2018.
  • Second prize in National Under-graduate Mathematical Contest in Modeling, 2017.

Service

  • Reviewer of …

Skills

  • Programing: Python (Pytorch, TensorFlow), MATLAB.
  • Language: Mandarin, English

This homepage is under construction and will be updated irregularly.