An analytic finite capacity queueing network model capturing the propagation of congestion and blocking. - Carolina Osorio; Michel Bierlaire (Eur. J. Oper. Res., 2009)

Combining metamodel techniques and Bayesian selection procedures to derive computationally efficient simulation-based optimization algorithms. - Carolina Osorio; Hoda Bidkhori (WSC, 2012)

An efficient simulation-based optimization algorithm for large-scale transportation problems. - Carolina Osorio; Linsen Chong (WSC, 2012)

A tractable analytical model for large-scale congested protein synthesis networks. - Carolina Osorio; Michel Bierlaire (Eur. J. Oper. Res., 2012)

A procedure to select the best subset among simulated systems using economic opportunity cost. - Franco Chingcuanco; Carolina Osorio (WSC, 2013)

A Simulation-Based Optimization Framework for Urban Transportation Problems. - Carolina Osorio; Michel Bierlaire (Oper. Res., 2013)

A Computationally Efficient Simulation-Based Optimization Algorithm for Large-Scale Urban Transportation Problems. - Carolina Osorio; Linsen Chong (Transp. Sci., 2015)

Capturing Dependency Among Link Boundaries in a Stochastic Dynamic Network Loading Model. - Carolina Osorio; Gunnar Flötteröd (Transp. Sci., 2015)

Energy-Efficient Urban Traffic Management: A Microscopic Simulation-Based Approach. - Carolina Osorio; Kanchana Nanduri (Transp. Sci., 2015)

Simulation-Based Optimization: Achieving Computational Efficiency Through the Use of Multiple Simulators. - Carolina Osorio; Krishna Kumar Selvam (Transp. Sci., 2017)

Analytical and Scalable Analysis of Transient Tandem Markovian Finite Capacity Queueing Networks. - Carolina Osorio; Jana Yamani (Transp. Sci., 2017)

Dynamic Traffic Models in Transportation Science (Dagstuhl Seminar 18102). - Roberto Cominetti; Tobias Harks; Carolina Osorio; Britta Peis (Dagstuhl Reports, 2018)

A Simulation-Based Optimization Algorithm for Dynamic Large-Scale Urban Transportation Problems. - Linsen Chong; Carolina Osorio (Transp. Sci., 2018)

A Probabilistic Traffic-Theoretic Network Loading Model Suitable for Large-Scale Network Analysis. - Jing Lu; Carolina Osorio (Transp. Sci., 2018)

Simulation-Based Travel Time Reliable Signal Control. - Xiao Chen; Carolina Osorio; Bruno Filipe Santos (Transp. Sci., 2019)

On the approximation of queue-length distributions in transportation networks. - Jing Lu; Carolina Osorio (CoRR, 2021)

Adaptive Partitioning Strategy for High-Dimensional Discrete Simulation-based Optimization Problems. - Jing Lu; Tianli Zhou; Carolina Osorio (CoRR, 2021)

An Efficient Simulation-Based Travel Demand Calibration Algorithm for Large-Scale Metropolitan Traffic Models. - Neha Arora; Yi-Fan Chen; Sanjay Ganapathy; Yechen Li; Ziheng Lin; Carolina Osorio; Andrew Tomkins; Iveel Tsogsuren (CoRR, 2021)

Quantifying the sustainability impact of Google Maps: A case study of Salt Lake City. - Neha Arora; Theophile Cabannes; Sanjay Ganapathy; Yechen Li; Preston McAfee; Marc Nunkesser; Carolina Osorio; Andrew Tomkins; Iveel Tsogsuren (CoRR, 2021)

A Data-Driven Method for Reconstructing a Distribution from a Truncated Sample with an Application to Inferring Car-Sharing Demand. - Evan Fields; Carolina Osorio; Tianli Zhou (Transp. Sci., 2021)

Efficient Simulation-Based Toll Optimization for Large-Scale Networks. - Carolina Osorio; Bilge Atasoy (Transp. Sci., 2021)

An adversarial variational inference approach for travel demand calibration of urban traffic simulators. - Martin Mladenov; Sanjay Ganapathy Subramaniam; Chih-Wei Hsu; Neha Arora; Andrew Tomkins; Craig Boutilier; Carolina Osorio (SIGSPATIAL/GIS, 2022)

Dynamic Traffic Models in Transportation Science (Dagstuhl Seminar 22192). - Martin Gairing; Carolina Osorio; Britta Peis; David P. Watling; Katharina Eickhoff (Dagstuhl Reports, 2022)

On the Use of Abundant Road Speed Data for Travel Demand Calibration of Urban Traffic Simulators. - Suyash C. Vishnoi; Akhil Shetty; Iveel Tsogsuren; Neha Arora; Carolina Osorio (SIGSPATIAL/GIS, 2023)

Scalable Learning of Segment-Level Traffic Congestion Functions. - Shushman Choudhury; Abdul Rahman Kreidieh; Iveel Tsogsuren; Neha Arora; Carolina Osorio; Alexandre M. Bayen (ITSC, 2024)

Traffic Simulations: Multi-City Calibration of Metropolitan Highway Networks. - Chao Zhang; Yechen Li; Neha Arora; Damien Pierce; Carolina Osorio (ITSC, 2024)

Active Sequential Posterior Estimation for Sample-Efficient Simulation-Based Inference. - Sam Griesemer; Defu Cao; Zijun Cui; Carolina Osorio; Yan Liu 002 (NeurIPS, 2024)

Dynamic Traffic Models in Transportation Science (Dagstuhl Seminar 24281). - José Correa 001; Carolina Osorio; Laura Vargas Koch; David P. Watling; Svenja Griesbach (Dagstuhl Reports, 2024)

A Sampling Strategy for High-Dimensional, Simulation-Based Transportation Optimization Problems. - Timothy Tay; Carolina Osorio (Transp. Sci., 2024)

Special Issue on Machine Learning Methods for Urban Passenger Mobility. - Xuan Di; Sean Qian; Carolina Osorio (Transp. Sci., 2025)

On How Traffic Signals Impact the Fundamental Diagrams of Urban Roads. - Chao Zhang; Yechen Li; Neha Arora; Carolina Osorio (CoRR, 2025)

Improving Simulation-Based Origin-Destination Demand Calibration Using Sample Segment Counts Data. - Arwa Alanqary; Chao Zhang; Yechen Li; Neha Arora; Carolina Osorio (CoRR, 2025)

Origin-Destination Travel Demand Estimation: An Approach That Scales Worldwide, and Its Application to Five Metropolitan Highway Networks. - Chao Zhang; Neha Arora; Christopher Bian; Yechen Li; Willa Ng; Andrew Tomkins; Bin Yan; Janny Zhang; Carolina Osorio (CoRR, 2025)