Extracting Baseline Electricity Usage Using Gradient Tree Boosting. - Taehoon Kim; Dongeun Lee 001; Jaesik Choi; Anna Spurlock; Alex Sim; Annika Todd; Kesheng Wu (SmartCity, 2015)

Comparison of Clustering Techniques for Residential Energy Behavior Using Smart Meter Data. - Ling Jin; Doris Lee; Alex Sim; Sam Borgeson; Kesheng Wu; C. Anna Spurlock; Annika Todd (AAAI Workshops, 2017)

Data quality challenges with missing values and mixed types in joint sequence analysis. - Alina Lazar; Ling Jin; C. Anna Spurlock; Kesheng Wu; Alex Sim (IEEE BigData, 2017)

Predicting baseline for analysis of electricity pricing. - Taehoon Kim; Jaesik Choi; Dongeun Lee 001; Alex Sim; C. Anna Spurlock; Annika Todd; Kesheng Wu (Int. J. Big Data Intell., 2018)

Machine Learning for Prediction of Mid to Long Term Habitual Transportation Mode Use. - Alina Lazar; Alexandra Ballow; Ling Jin; C. Anna Spurlock; Alexander Sim; Kesheng Wu (IEEE BigData, 2019)

Evaluating the Effects of Missing Values and Mixed Data Types on Social Sequence Clustering Using t-SNE Visualization. - Alina Lazar; Ling Jin; C. Anna Spurlock; Kesheng Wu; Alex Sim; Annika Todd (ACM J. Data Inf. Qual., 2019)

Clustering Life Course to Understand the Heterogeneous Effects of Life Events, Gender, and Generation on Habitual Travel Modes. - Ling Jin; Alina Lazar; James Sears; Annika Todd-Blick; Alexander Sim; Kesheng Wu; Hung-Chia Yang; C. Anna Spurlock (IEEE Access, 2020)

Performance of the Gold Standard and Machine Learning in Predicting Vehicle Transactions. - Alina Lazar; Ling Jin; Caitlin Brown; C. Anna Spurlock; Alexander Sim; Kesheng Wu (IEEE BigData, 2021)

Investigating Underlying Drivers of Variability in Residential Energy Usage Patterns with Daily Load Shape Clustering of Smart Meter Data. - Ling Jin; C. Anna Spurlock; Sam Borgeson; Alina Lazar; Daniel Fredman; Annika Todd; Alexander Sim; Kesheng Wu (CoRR, 2021)

Leveraging Probe Data and Machine Learning to Derive and Interpret Macroscopic Fundamental Diagrams Across U.S. Cities. - Ling Jin; Xiaodan Xu; Yuhan Wang; Kaveh Farokhi Sadabadi; Alina Lazar; Duleep Rathgamage Don; Zachary Needell; C. Anna Spurlock; Mahyar Amirgholy; Mona Asudegi (IEEE Big Data, 2023)

Gender Gaps in Mode Usage, Vehicle Ownership, and Spatial Mobility When Entering Parenthood: A Life Course Perspective. - Hung-Chia Yang; Ling Jin; Alina Lazar; Annika Todd-Blick; Alex Sim; Kesheng Wu; Qianmiao Chen; C. Anna Spurlock (Syst., 2023)

Macroscopic Emission Modeling of Urban Traffic Using Probe Vehicle Data: A Machine Learning Approach. - Mohammed Adlouni; Ling Jin; Xiaodan Xu; C. Anna Spurlock; Alina Lazar; Kaveh Farokhi Sadabadi; Mahyar Amirgholy; Mona Asudegi (IEEE Big Data, 2024)