Event Calendar
Past Event
NUTC Seminar - "Peaking inside the black box: Toward explainable - Al- empowered travel demand models" - Xilei Zhao, University of Florida
Northwestern University Transportation Center
4:00 PM
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Ruan Conference Room Lower Level, Chambers Hall
Details
"Peaking inside the black box: Toward explainable - Al- empowered travel demand models"
Xilei Zhao, Assistant Professor, University of Florida
Abstract: Artificial Intelligence (AI) approaches, especially machine learning, have become increasingly popular in travel demand modeling. Due to their flexible modeling structure and capabilities of automatically capturing complex relationships in the data, machine‐learning‐based travel demand models are found to have higher predictive power than statistical methods (e.g., linear regression and Poisson models). However, these machine learning models are often deemed as black boxes that lack transparency and explainability compared to traditional statistical models. This raises doubt on the trustworthiness of machine learning models and hence undermines their applicability to inform high‐stakes decision‐ making. In this talk, I will discuss how my research team develops machine‐learning‐based travel demand models for innovative mobility options (such as ridehailing and shared micromobility) to achieve high prediction accuracy as well as useful behavioral insights by leveraging the state‐of‐the‐art explainable AI techniques (i.e., open the black box). The results of this work will inform the development of the next‐generation travel demand models that can accurately forecast the demand, facilitate decision‐making for real‐time operations and management, and generate new knowledge for targeted policymaking and long‐term transportation planning.
Speaker Bio: Dr. Xilei Zhao is an assistant professor in Transportation Engineering at the University of Florida, where she leads the Smart, Equitable, Resilient Mobility Systems (SERMOS) Lab. She received a Master's degree in Applied Mathematics and Statistics and a Ph.D. degree in Civil Engineering from the Johns Hopkins University. Zhao’s work focuses on developing and applying data and computational science methods to tackle challenging problems in transportation and resilience. Her work has been published in leading transportation and resilience journals, e.g., Transportation Research Part A, C & D and Safety Science. She received the Travel Behaviour and Society Outstanding Paper Award 2020 for her paper entitled “Prediction and behavioral analysis of travel mode choice: A comparison of machine learning and logit models.” Her research has been supported by multiple funding agencies such as the U.S. Department of Transportation, the National Institute of Standards and Technology, and the U.S. Geological Survey. Zhao serves on the editorial board of Journal of Big Data Analytics in Transportation
Time
Thursday, February 17, 2022 at 4:00 PM - 5:00 PM
Location
Ruan Conference Room Lower Level, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center
NUTC Seminar Series: "Investigating road traffic hypercongestion using a dynamic travel simulator" - Robin Linsey, University of British Columbia
Northwestern University Transportation Center
4:00 PM
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Ruan Conference Room, Chambers Hall
Details
Abstract:
During peak travel times traffic speeds often drop below the level at which flow is maximized. Transportation economists refer to such conditions as “hypercongested”. Hypercongestion has been studied using Macroscopic Fundamental Diagram models but these models typically rely on strong assumptions and abstract from details of the road network. The goal of this work is to examine the spatial and temporal evolution of hypercongestion during the morning peak on individual road links. Analysis is conducted using the traffic simulator METROPOLIS which was developed in the late 1990s to model travel mode, departure-time, and route-choice decisions on large-scale networks. METROPOLIS was recently upgraded to include individual point-to-point trips, trip chains, improved congestion modeling, and different vehicle types.
METROPOLIS is applied to a set of hypothetical road networks and regions of Ile-de-France to study two manifestations of hypercongestion. One is reduced speeds on upstream links that feed into downstream links with lower flow capacities. If prolonged, horizontal queuing on upstream links can lead to spillback that blocks intersections and access to links further upstream. A second manifestation of hypercongestion occurs when the aggregate outflow of vehicles from a study area drops below aggregate exit capacity due to conflicting movements at entrances, exits, and intersections.
Bio
Robin Lindsey is a professor emeritus at the Sauder School of Business, University of British Columbia. From 2010-2024 he held the CN Chair in Transportation and International Logistics. His research interests include traffic congestion, road pricing, urban public transportation, financing transportation infrastructure, and the environmental costs of road transportation. He has also worked on topics related to industrial organization including retail market competition, price discrimination, and predatory pricing.
Lindsey is a founding board member and past president of the International Transportation Economics Association, and an Associate Editor of Transportation Research Part B: Methodological. He is also coauthor with Kenneth Small and Erik Verhoef of the third edition of The Economics of Urban Transportation, published in June 2024 by Routledge.
Time
Thursday, November 21, 2024 at 4:00 PM - 5:00 PM
Location
Ruan Conference Room, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center
Fall classes end
University Academic Calendar
All Day
Details
Fall classes end
Time
Saturday, December 7, 2024
Contact
Calendar
University Academic Calendar
Northwestern Engineering PhD Hooding and Master's Recognition Ceremony
McCormick School of Engineering and Applied Science
4:00 PM
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Pick-Staiger Concert Hall
Details
The ceremony will take place on Saturday, December 14 in Pick-Staiger Concert Hall, 50 Arts Circle Drive.
*No tickets required
Time
Saturday, December 14, 2024 at 4:00 PM - 6:00 PM
Location
Pick-Staiger Concert Hall Map
Contact
Calendar
McCormick School of Engineering and Applied Science
NUTC Sandhouse Rail Group Holiday Meeting with Anthony B. Hatch
Northwestern University Transportation Center
11:30 AM
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5th floor, Room 540, Wieboldt Hall South Entrance
Details
Northwestern University Transportation Center's Hagestad Sandhouse Rail Group and the Chicago Chapter of the Transportation Research Forum (TRF) invite you to attend a special, annual Sandhouse Luncheon Meeting at Northwestern’s Chicago campus featuring…
Anthony B. Hatch, Senior Transportation Analyst & Financial Consultant, ABH Consulting
AGENDA
11:30 AM - Check In & Networking
12:00 PM - Buffet Luncheon
12:30 PM - Presentation by Mr. Hatch
EVENT REGISTRATION (required in advance by Wednesday, December 11)
$60 - Eventbrite registration w/ credit card payment in advance
$10 - Parking chaser pass (6 hours, use when leaving garage)
$70 - Eventbrite registration & cash or check payment made at the event
About Anthony Hatch
Tony Hatch has been a senior transportation analyst on Wall Street for over twenty years, starting at Salomon brothers; proceeding to Argus, Painewebber, and most recently at NatWest Markets (USA) prior to starting his independent analyst/consultantcy in 1999 and working with CV Brokerage. He provides traditional institutional transport research, and due diligence and other services to new forms of transport investment such as private equity, infrastructure, and hedge funds in such areas as intermodal, rail maintenance and construction, railcars, and 3PLS.
Parking: (pre-paid passes available for purchase in advance and pickup at the event)
o Erie Ontario Garage at 321 E Erie St
o Huron Superior Garage at 222 E Huron St.
Time
Monday, December 16, 2024 at 11:30 AM - 2:00 PM
Location
5th floor, Room 540, Wieboldt Hall South Entrance Map
Contact
Calendar
Northwestern University Transportation Center
2025 ITEA Summer School
Northwestern University Transportation Center
All Day
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Ruan Conference Center, Lower Level, Chambers Hall
Details
The aim of the ITEA Annual School is to provide young researchers with a high-quality introduction to academic research on transportation economics, including many recent advances in the field. The School’s program consists of a series of lectures and tutorials conducted by some of the most prominent researchers in transportation economics. In addition, the students are given the possibility to present their own work at the Conference.
Time
Monday, June 23, 2025
Location
Ruan Conference Center, Lower Level, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center
2025 ITEA Summer School
Northwestern University Transportation Center
All Day
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Ruan Conference Center, Lower Level, Chambers Hall
Details
The aim of the ITEA Annual School is to provide young researchers with a high-quality introduction to academic research on transportation economics, including many recent advances in the field. The School’s program consists of a series of lectures and tutorials conducted by some of the most prominent researchers in transportation economics. In addition, the students are given the possibility to present their own work at the Conference.
Time
Tuesday, June 24, 2025
Location
Ruan Conference Center, Lower Level, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center
2025 ITEA Summer School
Northwestern University Transportation Center
All Day
//
Ruan Conference Center, Lower Level, Chambers Hall
Details
The aim of the ITEA Annual School is to provide young researchers with a high-quality introduction to academic research on transportation economics, including many recent advances in the field. The School’s program consists of a series of lectures and tutorials conducted by some of the most prominent researchers in transportation economics. In addition, the students are given the possibility to present their own work at the Conference.
Time
Wednesday, June 25, 2025
Location
Ruan Conference Center, Lower Level, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center
2025 ITEA Annual Conference
Northwestern University Transportation Center
All Day
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Kellogg Global Hub
Details
The aim of the ITEA Annual Conference is to promote scientific excellence in the field of transportation economics and to provide a forum for scientific exchange. Research presented at the conference covers both theory and empirical work, including all transport modes and a wide range of research methodologies.
Time
Wednesday, June 25, 2025
Location
Kellogg Global Hub Map
Contact
Calendar
Northwestern University Transportation Center
2025 ITEA Annual Conference
Northwestern University Transportation Center
All Day
//
Kellogg Global Hub
Details
The aim of the ITEA Annual Conference is to promote scientific excellence in the field of transportation economics and to provide a forum for scientific exchange. Research presented at the conference covers both theory and empirical work, including all transport modes and a wide range of research methodologies.
Time
Thursday, June 26, 2025
Location
Kellogg Global Hub Map
Contact
Calendar
Northwestern University Transportation Center
2025 ITEA Annual Conference
Northwestern University Transportation Center
All Day
//
Kellogg Global Hub
Details
The aim of the ITEA Annual Conference is to promote scientific excellence in the field of transportation economics and to provide a forum for scientific exchange. Research presented at the conference covers both theory and empirical work, including all transport modes and a wide range of research methodologies.
Time
Friday, June 27, 2025
Location
Kellogg Global Hub Map
Contact
Calendar
Northwestern University Transportation Center