Welcome! You are visitor of this website.
Today is
Summer's Page
- M.S. Student at Northeastern University-Silcon Valley Campus
- Ph.D Boston University
- B.A. Northeast Normal University
Check Out My Hobby With Following Button
Programming Languages
- Java; Python
Statistic Skills
- - Structural Equation Models, Latent Curve Models, Hierarchical Linear Model and Multilevel Modeling
- - Machine Learning: Classification, Linear/Logistic Regression, Clustering/Segmentation
Research
- - Design experiments to collect human behavior data
- - Survey design, behavioral observation and coding
- - Experienced with Psychophysiological measurement, qualitative and quantitative data analysis
Data Analytics and Visualization Tools
- Experienced with Excel, Numpy, Pandas, scikit-learn, seaborn, SPSS, AMOS, Mplus, HLM and Tableau
- Survey Tool: SurveyMonkey and Qualtrics
Data Science Projects:
- West Nile Virus Prediction:
Used various machine learning methods, including K-folds cross validation, decision tree, and k-NN in logistic regression model, to find features that predict whether mosquitos have virus.
(Github: https://github.com/sososummer88/Kaggle-West-Nile-Virus-Projec) - Rossmann Store Sales Prediction:
Used decision tree, k-NN, K-folds cross validation in linear regression model to predict sales of Rossmann stores.
(Github: https://github.com/sososummer88/Rossmann-Store-Sale---Kaggle-Competition) - Boston Housing Value Prediction:
Implemented machine learning models, including linear regression model (train-test split & k-NN), to find features that predict housing value in Boston.
(Github: https://github.com/sososummer88/Ames-Housing-Data)
Publications:
- Hong, F., Tarullo, A., Mercurio, A., Liu, S., Cai, Q., & Malley-Morrison, K. (2018). Childhood maltreatment and perceived stress in young adults: The role of emotion regulation strategies, self-efficacy, and resilience. Child Abuse & Neglect, 8, 136-146. doi:10.1016/j/chiabu.2018.09.014
- Hong, F., Cheng, C., Sang, B., Ku, Y., & Pan, T. (2017) Mood and Contextual Effect on Facial Recognition: Cultural Equivalence or Cultural Advantage? International Psychological Bulletin, 31(3), 34-44.
- Hong, F., Lopez, A.M., Doan, S.N. & Evens, G.W. (2017). Relations among temperament, self-regulatory strategies and gender in predicting delay of gratification. Frontiers in Psychology, 8(1925). doi:10.3389/fpsyg.2017.01925
Current Courses:
- Web Development
- Algorithms
LinkedIn
Facebook