Employment

GIS/Application Developer, ModelerJune 2019-Now
SEMCOG Detroit, USA

Teaching AssistantJan 2019 - May 2019
University of Michigan Ann Arbor, USA

Information InternJune 2018-Dec 2018
Downtown Detroit Partnership Detroit, USA

Research AssistantOct 2017 - Oct 2018
University of Michigan Ann Arbor, USA

Research AssistantJuly 2016 - Sep 2016
Peking University Shenzhen Graduate School Shenzhen, China

Education

Master in Urban and Reginal PlanningAug 2017 - May 2019
University of Michigan Ann Arbor, USA

Coursework: GIS; Statistic; Data Mining; Computational Data Science; Transportation Planning; Economics

Bachelor of Engineering with honors - Transportation EngineeringAug 2013 - June 2017
Shenzhen University

Coursework: Traffic Stimulation; GIS; Transportation data mining

Teaching

URP 521-Intermidiate GIS (Teaching Assistant)[Course Description]Winter 2019
University of Michigan Ann Arbor, USA

Projects

2050 Regional Forecast Model improvement project2020-

Machine learning model tuning and optimizing

High-frequency Economy Dashboard2020- >

Automated Data Pipeline2020-

Economic Indicators BI Dashboard2019-2020

Inter-Community Commuting Patterns Web Visualization2019-2020

Driver Identification using Trajectory DataNov 2018

In this paper, we explore the possibility of constructing driver identification model using the route and driving time information which uses the trajectory data as the only input. We use dataset from Safety Pilot Model Deployment (SPMD) and matched the original trajectory to the existing road network using Hidden Markov Model (HMM). To form the training data,a reformatted matrix is created to reflect the distance traveled in each network link and the travel time in a day. Both Nearest Subspace (NS) and Random Forest (RF) are trained in the training stage. [PDF]

Location Quotient Web AppAug 2018

Visualize the dominant industries in each state and county using Location quotient

New Mobility ResearchOct 2017 - Oct 2018

® Tian Xie 2017-2019