Zhuocheng Shang
LinkedIn
Resume|CV
Current Research Projects
- NLP with Generating Spatial Data from Newspaper link
Previous Research Projects
- Improving the Generalizability of BGP Anomaly Detection Models link
- Implement one-class and supervised anomaly detection models, including One-Class SVM, SVDD, LSTM, Isolation Forest.
- Focus on collective anomaly detection with evaluating and comparing generalization error of each model.
- Develop and implement a novel model for anomaly detection that has improved generalizability between datasets.
- Youtube Makeup Video Popularity Analysis link
- Analysed correlation between YouTube video title, description, upload date and top comments.
- Machine Learning algorithms: K-Nearest Neighbors, Decision Tree Classification and CNN.
- 2D to 3D Road Network Visualization [link]
- Applicated prototypes of visualization 3D road network on Google Earth Engine with generated KML.
- Combined OpenStreetMap 2D road data and DEM data through Spark RDD.
- Applied grid format to original data with GeoTrellis packages.
Software Projects
- BlockChain Implementation link
- Implement BlockChain Prototyoes using Python Flask and Docker setup.
- Riverside County Pesticides Web Application link
- This application allows agricultural departments to document pesticides records and faculty information.
- Parsed KML file with Leaflet API and visualized Riverside agriculture field layers on a web map.
- Overhauled SpringBoot framework to generate front requests, REST API and manage data with MySQL.
Others
- Project for PSID Data Cleaning link
- Including Python and Stat code for generating dataset.
- Reformat data across 30 years and match counties with missing or error information to construct a household income panel dataset.
- Study and Analysis Wealth Gap with Survey of Consumer Finance data
- Study a consistent racial inequality since 1989 to 2017.
- Analyze potential factors attribute to the racial wealth gap (e.g. education, job market discrimination and family networks).