Education
- University of Nottingham, Nottingham, United Kingdom, 2017 – 2021 (expected)
- Ph.D. in Computer Science
- Beijing University of Posts and Telecommunications (BUPT), Beijing, China, 2008 – 2015
- M.E. and B.E. in Computer Science and Technology
Professional Experiences
- May 2017 - Present: Yahoo! Labs Collaborative Research Program, London, United Kingdom
- Established a long-term cooperation with Yahoo! Research on my PhD work for inferring users’ needs and tasks on mobile devices. By leveraging the large-scale dataset of real-life app usage logs, we proposed and implemented:
- a framework for tackling the novel app engagement prediction problem on simultaneously predicting both what app user will use and how long the user will stay on that app
- an enhanced app usage prediction model based on the user cohort modelling approach
- task detection models based on supervised machine learning classifiers with various features and discovered common mobile task types that span multiple apps based on the clustering approach
- demographics prediction models based on users? mobile app tasks with deep learning models (i.e.CNN and LSTM)
- Aug 2015 – Nov 2016: Dartmouth College
- Research Assistant, NH, United States
- Implemented the online learning of GMM (Gaussian Mixture Models) in Matlab
- Optimized the online learning GMM method by several strategies (i.e., stratified sampling, SVD constraints, and scalar covariance update function) for simulating the pixel intensities of the imagein a more accurate and robust fashion.
- Teaching Assistant in Courses : Problem Solving via Object-Oriented Programming; Machine Learningand Statistical Data Analysis; Computer Networks; Full-stack Web Development
- June 2014 – Sep 2014: IBM Research
- Assistant Researcher Intern, Beijing, China
- Won the 1st Prize of Extreme Blue Innovation Project Contest by the BlueLink
- Participated in designing and realizing a system called BlueLink, which is an open IoT (Internet of Things) cloud platform to help people link with intelligent devices friendly
- Generated the model for predicting future air quality based on historical data of pollutants and environmental factors
- Apr 2012 – Nov 2012: Intel
- Technical Assistant Intern, Beijing, China
- Analyzed the purchasing history and products information of existing customers to infer the potential customers and their preferred products.
- Communicated with customers for increasing the market share of our products
- Nov 2011 – Mar 2012: Baidu
- Software Development Intern, Beijing, China
- Actively involved in the development (i.e., PHP programming) of the product upgrading program in Baidu Library group.
Awards
- SIGIR Student Travel Grant, 2020
- Vice-Chancellor?s Scholarship for Research Excellence (International), 2017
- Dartmouth Fellowship, 2015
- First Prize of Extreme Blue Program (Innovation Projects) Contest of IBM, 2014
- Excellent Graduate Student Award of BUPT, 2012 – 2014
- First-Class Scholarship of BUPT (Top 5%), 2010 – 1011