Publications

X Author: C Anna Spurlock

2024

Jin, Ling, Xiaodan Xu, Yuhan Wang, Alina Lazar, Kaveh Farokhi Sadabadi, C Anna Spurlock, Zachary Needell, Duleep Rathgamage Don, Mahyar Amirgholy, and Mona Asudegi."Macroscopic Traffic Modeling Using Probe Vehicle Data: A Machine Learning Approach."Data Science for Transportation 6.3 (2024). DOI
Jin, Ling, Connor P Jackson, Yuhan Wang, Qianmiao Chen, Tin Ho, C Anna Spurlock, Aaron Brooker, Jake Holden, Jeff Gonder, Mohamed Amine Bouzaghrane, Bingrong Sun, Shivam Sharda, Venu Garikapati, Thomas P Wenzel, and Juan Caicedo."Technology progress and clean vehicle policies on fleet turnover and equity: insights from household vehicle fleet micro-simulations with ATLAS."Transportation Planning and Technology (2024) 1 - 24. DOI
Xu, Xiaodan, Hung-Chia Yang, Kyungsoo Jeong, William Bui, Srinath Ravulaparthy, Haitam Laarabi, Zachary Needell, and C Anna Spurlock."Teaching freight mode choice models new tricks using interpretable machine learning methods."Frontiers in Future Transportation 5 (2024). DOI
Rezaei, Nazanin, Annika Todd-Blick, K Sydny Fujita, Natalie Popovich, Zachary Needell, Cristian Poliziani, Juan Caicedo, Carlos Guirado, and C Anna Spurlock."At the nexus of equity and transportation modeling: Assessing accessibility through the Individual Experienced Utility-Based Synthesis (INEXUS) metric."Journal of Transport Geography 115 (2024) 103824. DOI
Spurlock, C Anna, Mohamed Amine Bouzaghrane, Aaron Brooker, Juan Caicedo, Jeff Gonder, Jake Holden, Kyungsoo Jeong, Ling Jin, Haitam Laarabi, Zachary Needell, Cristian Poliziani, Shivam Sharda, Bingrong Sun, Paul Waddell, Yuhan Wang, Rashid Waraich, Thomas P Wenzel, and Xiaodan Xu."Behavior, Energy, Autonomy & Mobility Comprehensive Regional Evaluator: Overview, calibration and validation summary of an agent-based integrated regional transportation modeling workflow." (2024).

2023

Jin, Ling, Xiaodan Xu, Yuhan Wang, Kaveh Farokhi Sadabadi, Alina Lazar, Duleep Rathgamage Don, Zachary Needell, C Anna Spurlock, Mahyar Amirgholy, and Mona Asudegi."Leveraging Probe Data and Machine Learning to Derive and Interpret Macroscopic Fundamental Diagrams Across U.S. Cities."2023 IEEE International Conference on Big Data (BigData) (2023). DOI
Yang, Hung-Chia, Ling Jin, Alina Lazar, Annika Todd-Blick, Alex Sim, Kesheng Wu, Qianmiao Chen, and C Anna Spurlock."Gender Gaps in Mode Usage, Vehicle Ownership, and Spatial Mobility When Entering Parenthood: A Life Course Perspective."Systems 11.6 (2023) 314. DOI

2022

Elmallah, Salma, Tony G Reames, and C Anna Spurlock."Frontlining energy justice: Visioning principles for energy transitions from community-based organizations in the United States."Energy Research & Social Science 94 (2022). DOI
Spurlock, C Anna, Salma Elmallah, and Tony Reames."Equitable deep decarbonization: A framework to facilitate energy justice-based multidisciplinary modeling."Energy Research & Social Science 92 (2022) 102808. DOI
Jin, Ling, Alina Azar, Caitlin Brown, Bingrong Sun, Venu Garikapati, Srinath Ravulaparthy, Qianmiao Chen, Alex Sim, Kesheng Wu, Tin Ho, Thomas P Wenzel, and C Anna Spurlock."What Makes You Hold on to That Old Car? Joint Insights from Machine Learning and Multinomial Logit on Vehicle-level Transaction Decisions."Frontiers in Future Transportation - Connected Mobility and Automation (2022). DOI

2021

Lazar, Alina, Ling Jin, Caitlin Brown, C Anna Spurlock, Alex Sim, and Kesheng Wu."Performance of the Gold Standard and Machine Learning in Predicting Vehicle Transactions."2021 IEEE International Conference on Big Data (Big Data) (2021). DOI
Wells, Emily McAuliffe, Mitchell J Small, C Anna Spurlock, and Gabrielle Wong-Parodi."Factors associated with emerging multimodal transportation behavior in the San Francisco Bay Area."Environmental Research: Infrastructure and Sustainability 1 (2021).
Popovich, Natalie, C Anna Spurlock, Zachary Needell, Ling Jin, Thomas P Wenzel, Colin Sheppard, and Mona Asudegi."A methodology to develop a geospatial transportation typology."Journal of Transport Geography 93 (2021) 103061. DOI

2020

Jin, Ling, Alina Lazar, James Sears, Annika Todd-Blick, Alex Sim, Kesheng Wu, Hung-Chia Yang, and C Anna Spurlock."Clustering Life Course to Understand the Heterogeneous Effects of Life Events, Gender, and Generation on Habitual Travel Modes."IEEE Access (2020) 1-17. DOI
Spurlock, C Anna, Annika Todd-Blick, Gabrielle Wong-Parodi, and Victor Walker."Children, Income, and the Impact of Home- Delivery on Household Shopping Trips."Transportation Research Record (2020). DOI

2019

Lazar, Alina, Alexandra Ballow, Ling Jin, C Anna Spurlock, Alex Sim, and Kesheng Wu."Machine Learning for Prediction of Mid to Long Term Habitual Transportation Mode Use."2019 IEEE International Conference on Big Data (Big Data)2019 IEEE International Conference on Big Data (Big Data) (2019). DOI
Todd-Blick, Annika, Peter Cappers, C Anna Spurlock, and Ling Jin."Spillover as a cause of bias in baseline evaluation methods for demand response programs."Applied Energy 250 (2019) 344 - 357. DOI
Lazar, Alina, Ling Jin, C Anna Spurlock, Kesheng Wu, Alex Sim, and Annika Todd-Blick."Evaluating the Effects of Missing Values and Mixed Data Types on Social Sequence Clustering Using t-SNE Visualization."Journal of Data and Information Quality 11.2 (2019) 1 - 22. DOI
Spurlock, C Anna, James Sears, Gabrielle Wong-Parodi, Victor Walker, Ling Jin, Margaret Taylor, Andrew Duvall, Anand R Gopal, and Annika Todd-Blick."Describing the users: Understanding adoption of and interest in shared, electrified, and automated transportation in the San Francisco Bay Area."Transportation Research Part D: Transport and Environment 71 (2019) 283-301. DOI

2017

Jin, Ling, Doris Lee, Alex Sim, Sam Borgeson, Kesheng Wu, C Anna Spurlock, and Annika Todd-Blick."Comparison of Clustering Techniques for Residential Energy Behavior using Smart Meter Data." AAAI Workshops - Artificial Intelligence for Smart Grids and Buildings, March 2017 (2017).

2016

Cappers, Peter, C Anna Spurlock, Annika Todd-Blick, and Ling Jin."Experiences of Vulnerable Residential Customer Subpopulations with Critical Peak Pricing." (2016).
Jin, Ling, C Anna Spurlock, Sam Borgeson, Daniel Fredman, Liesel Hans, Siddharth Patel, and Annika Todd-Blick."Load Shape Clustering Using Residential Smart Meter Data: a Technical Memorandum." (2016).
Spurlock, C Anna, Peter Cappers, Ling Jin, Annika Todd-Blick, and Patrick Baylis."Go for the Silver? Evidence from field studies quantifying the difference in evaluation results between “gold standard” randomized controlled trial methods versus quasi-experimental methods."2016 ACEEE Summer Study on Energy Efficiency in Buildings (2016).
Patel, Siddharth, Sam Borgeson, Ram Rajagopal, C Anna Spurlock, Ling Jin, and Annika Todd-Blick."Time Will Tell: Using Smart Meter Time Series Data to Derive Household Features and Explain Heter ogeneity in Pricing Programs."2016 ACEEE Summer Study on Energy Efficiency in Buildings (2016).