Dr. Fei Song

Associate Professor

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Biography

Fei Song is an Associate Professor in the School of Computer Science at the University of Guelph. He received his PhD from the University of Waterloo. In 1991, he joined the University of Guelph as a Research Associate and later held a Visiting Scholar position at the University of Massachusetts at Amherst in 1998, focusing on intelligent information retrieval. Song's research primarily revolves around the application of machine learning and artificial intelligence in natural language processing, encompassing areas like text classification, information retrieval, topic modeling, sentiment analysis, and text summarization. In the late 1980s, he contributed to the statistical paradigm shift in NLP, proposing a general language model for information retrieval based on Bayesian methods. His notable work includes research on topic modeling and developing advanced models combining long-range and local dependencies in texts. Additionally, his investigations into sentiment analysis target the classification of document reviews and have involved applying machine learning for feature selection methods. He has been instrumental in various grants, including the Ontario Centres of Excellence and the Natural Sciences and Engineering Research Council of Canada.

Research Interests

Experience

Research Associate

— Present

University of Guelph • Guelph, ON, Canada

Initial research position at the University following PhD completion.

Visiting Scholar

— Present

University of Massachusetts at Amherst • Amherst, MA, USA

Worked within the Center for Intelligent Information Retrieval.

Associate Professor

— Present

University of Guelph • Guelph, ON, Canada

Current position with a focus on machine learning and natural language processing.

Requirements for University of Guelph

Master Program
Requirements
GPA Requirement
Required:3
IELTS
Listening
Required:6
Reading
Required:6
Writing
Required:6
Speaking
Required:6
Overall
Required:6.5
TOEFL
Listening
Required:21
Reading
Required:21
Writing
Required:21
Speaking
Required:21
Total
Required:89
Prerequisites
Honours baccalaureate degree in a relevant field or DVM degree Identify a potential faculty advisor
Application Checklist
  • Online application
  • Official transcripts
  • Two academic reference assessments
  • Statement of interest
  • English language proficiency test results (if applicable)
Specialization Notes

Department of Clinical Studies. Offers MSc by thesis (2 years) and MSc by coursework (1 year).