City-scale transportation system resilience and outlier detection

Undergraduate Research Assistant, supervised by Prof Daniel, Work (UIUC, CEE department)

  • Studied SVD, PCA and SPCA with EM to efficiently do computation on high-dimensional traffic dataset.
  • Wrote Python code to process high volume and dimensional GPS data and generate analysis.
  • Understood the principal of outlier and abnormal event detection based on the diagrams and animations of city traffic dynamic system.