Biography

I am a PhD student in Probability and Mathematical Statistics at Beijing Normal-Hong Kong Baptist University, supervised by Prof. Jianxin Pan. I received my Master's degree from Hong Kong Baptist University and Bachelor's degree from Henan University.

My research focuses on computational statistics and machine learning:

  • Scalable algorithms for high-dimensional statistical computing
  • Statistical methods for large language models
  • Applications in healthcare analytics and biomedical informatics

Beyond academia, I enjoy long-distance running 🏃‍♂️ and swimming 🏊‍♂️, which complement my research philosophy of persistence and precision.

Research Interests

LLM Fine-tuning
  • Statistical Methods for LLM Training
  • Efficient Parameter Estimation
  • Low-resource Model Adaptation
Statistical Software
  • R Packages for Data Analysis
  • Statistical Models Implementation
  • Interactive Data Visualization
Healthcare Analytics
  • Medical Diagnostic Systems
  • Clinical Text Analysis
  • Healthcare Data Privacy

Publications

  • Li, L., Author2, and Author3. (Year). "Title of the Paper." Journal Name.
    PDF DOI

Teaching Experience

Teaching Assistant

Beijing Normal-Hong Kong Baptist University (2022-Present)

  • Linear Algebra - Weekly tutorials and student support
  • Sampling Survey - Course materials and practical workshops
  • Business Analytics - Data analysis project guidance

Awards & Honors

  • Graduate First-Class Scholarship, BNBU, 2022

Software

BDprecision R Package

R Package

Computational Statistics Precision Medicine

An R package implementing the block-diagonal precision matrix regularization method for ultra-high dimensional data.

Learn More

Blog

Self-Attention in Transformer Models

Deep Learning NLP

Exploring the self-attention mechanism in Transformer architectures and its mathematical foundations.

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Statistical Computing: New Frontiers

Statistics Big Data

Recent advancements in statistical computing methods for large-scale data analysis.

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Contact

lilikang@uic.edu.cn
github.com/likangmax
Beijing Normal-Hong Kong Baptist University, Zhuhai, China