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Benny Pin-Wei Chen

Data Scientist, Healthcare Research Scientist, Wearable Sensor Data Specialist

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Skills

  • Programming languages: Python, R, SQL, MATLAB
  • Machine Learning: Regression, Classification, Clustering, Deep Learning
  • Data Analysis: Pyhon - Pandas, NumPy, SciPy, Scikit-Learn, Tensorflow, Keras | R - data.table, tidyverse, lubridate, caret
  • Data Visualization: Python - matplotlib | R - ggplot
  • Knowledge Base: Statistics, Rehabilitation Engineering, Neuroscience, Clinical Science, Psychology, Cell Biology

Projects

Wearable Sensor Data Analysis

  • Project 1: Detection of wheelchar user's hand movement patterns using wearable sensors and machine learning method.
  • Project 2: Detection of community activity of daily livings of individuals experienced stroke using wearable sensors and machine learning method.
  • Project 3: Detection of sleep stages of stroke patients in an inpatient hospital using wearable sensors and machine learning method.

Healthcare Data Analysis

  • Project 1: Examine the effect of intensive wheelchair training using kinematic data collected from motion capture data.
  • Project 2: Assess the importance of sleep during subacute stroke rehabilitation.

Publications

  • Chen, P.-W., Oโ€™Brien, M.K., Horin, A.P., McGee Koch, L.L.; Lee, J.Y., Xu, S., Zee, P.C., Arora, V.M., Jayaraman, A. (2022). Sleep Monitoring during Acute Stroke Rehabilitation: Toward Automated Measurement Using Multimodal Wireless Sensors. Sensors, 22, 6190.
  • Chen, P. W., Klaesner, J., Zwir, I., & Morgan, K. A. (2022). Detecting clinical practice guideline-recommended wheelchair propulsion patterns with wearable devices following a wheelchair propulsion intervention. Assistive Technology, 1-9.
  • Chen, P. W., Baune, N. A., Zwir, I., Wang, J., Swamidass, V., & Wong, A. W. (2021). Measuring Activities of Daily Living in Stroke Patients with Motion Machine Learning Algorithms: A Pilot Study. International Journal of Environmental Research and Public Health, 18(4), 1634.
  • Valyear, K. F., Philip, B. A., Cirstea, C. M., Chen, P. W., Baune, N. A., Marchal, N., & Frey, S. H. (2020). Interhemispheric transfer of post-amputation cortical plasticity within the human somatosensory cortex. NeuroImage, 206, 116291.
  • Chen, P-W. B., & Morgan, K. (2018). Toward community-based wheelchair evaluation with machine learning methods. Journal of Rehabilitation and Assistive Technologies Engineering, 5, 2055668318808409.

Education

  • Ph.D. in Rehabilitation and Participation Science, Washington University in St. Louis
  • M.A. in Mind, Brain, and Behavior, San Francisco State University
  • B.A. in Molecular and Cell Biology, University of California, Berkeley

Benny Pin-Wei Chen's Projects

gptstudio icon gptstudio

GPT RStudio addins that enable GPT assisted coding, writing & analysis

gpttools icon gpttools

gpttools extends gptstudio for package development to help you document code, write tests, or even explain code

oxmlsleep icon oxmlsleep

Self-supervised learning for wearables using the UK-Biobank (>700,000 person-days)

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