The main focus of SLDM@PSU is on Computational and Data Sciences. Our research interests include the following:
- High Dimensional Statistics
- Nonparametric Statistics
- Statistical and Machine Learning
- Large Scale Optimization
- Statistical Modeling in Biomedical Science, Business Analytics, Information Science, and Public Health
Here is our latest SLDM News. We have a series of SLDM Talks on emerging topics and trends on statistical learning and data mining and a series of NSSL Talks on new advances in nonparametric statistics and statistical learning.
We have also taught short courses on High-Dimensional Statistics, Statistical Learning, and Network Analysis, including Deep Learning and GeoNet.
Software and Data Library:
- amanpg: Alternating Manifold Proximal Gradient Method for Sparse PCA (R package)
- ddpca: Diagonally Dominant Principal Component Analysis (R package)
- ergmclust: Model-Based Clustering of Networks through ERGMs (R package)
- sparsepca: Sparse Principal Component Analysis in Python (Python package)
- sufficientForecasting: Sufficient Forecasting using Factor Models (R package)
- Earnings Fidelity Measures (and Economic Persistence) (link)
Current Members:
- Lingzhou Xue (Professor of Statistics)
- Simon Fontaine (Postdoctoral Scholar | Ph.D. in Statistics, 2024, University of Michigan)
- Haoyi Yang (Postdoctoral Scholar | Ph.D. in Statistics, 2024, Penn State University)
- Dian Zheng (Ph.D. candidate in Statistics | Cohort: Fall 2020)
- Zhong Zheng (Ph.D. candidate in Statistics | Cohort: Fall 2020)
- Yizhe Ding (Ph.D. student in Statistics | Cohort: Fall 2022)
- Dianjun Lin (Ph.D. student in Statistics | Cohort: Fall 2022)
- Shubo Li (Ph.D. student in Statistics | Cohort: Fall 2023)
- Xin Yu (Ph.D. student in Statistics | Cohort: Fall 2023)
- Haochen Zhang (Ph.D. student in Statistics | Cohort: Fall 2023)
Former Ph.D. Students & Postdoctoral Scholars:
- Amal Agarwal (Ph.D. in Statistics, 2020 | Current: Data Scientist, eBay Inc.)
- Satarupa Bhattacharjee (Postdoctoral Scholar, 2022-2024 | Current: Assistant Professor of Statistics at the University of Florida)
- Kevin Lee (Ph.D. in Statistics, 2017 | Current: Associate Professor of Statistics at Western Michigan University)
- Bingyuan Liu (Ph.D. in Statistics, 2021 | Current: Senior Research Data Scientist, Google Inc.)
- Nicholas Rios (Ph.D. in Statistics, 2022 | Current: Assistant Professor of Statistics at George Mason University)
- Arun Srinivasan (Ph.D. in Statistics, 2022 | Current: Principal Statistician, GSK plc.)
- Jun Tao (Ph.D. in Statistics, 2022 | Current: Machine Learning Engineer, Adobe Inc.)
- Haoyi Yang (Ph.D. in Statistics, 2024 | Current: Postdoctoral Scholar, Penn State University)
- Xiufan Yu (Ph.D. in Statistics, 2021 | Current: Assistant Professor of Statistics at the University of Notre Dame)
- Qi Zhang (Ph.D. in Statistics, 2023 | First Job: Machine Learning Engineer, Adobe Inc.)
Former B.Sc. Students:
- Alex Chen (B.Sc. in Statistics, 2020 | Current: Ph.D. Student in Statistics at the University of California, Los Angeles)
- Brent Hoffert (B.Sc. in Statistics, 2018 | Current: Software Engineer at Microsoft)
- Justin Huang (Honors B.Sc. in Computer Science and Statistics, 2023 | Current: Data Scientist at Rockwell Automation)
- Benjamin Jochem (Honors B.Sc. student in Finance and Statistics, 2022 | Current: Senior Research Analyst at The Tie)
- Jon McKellar (Honors B.Sc. in Mathematics and Economics, 2018 | Current: Senior Director at Sidecar Health)
- Yuefei Shen (Honors B.Sc. in Mathematics, 2017 | Current: Ph.D. Student in Statistics at the University of Minnesota)
- Christopher Vo (Honors B.Sc. in Computer Science, 2021 | Current: Product Manager at Microsoft)
- Jingyu Wang (Honors B.Sc. in Statistics and Data Science, 2022 | Current: M.Sc. Student in Statistics and Data Science at Yale University)
- Anna Yinqi Zhang (Honors B.Sc. in Statistics, 2020 | Current: Ph.D. Student in Educational Psychology at Penn State University)
- Shunqi Zhang (Honors B.Sc. in Statistics, 2020 | Current: Ph.D. Student in Economics at Cornell University)