Publications

Rahul Nair, Massimiliano Mattetti, Elizabeth Daly, Dennis Wei, Öznur Alkan, Yunfeng Zhang (2021). What Changed? Interpretable Model Comparison. Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, $$IJCAI-21$$.

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Elizabeth M Daly, Massimiliano Mattetti, Öznur Alkan, Rahul Nair (2021). User Driven Model Adjustment via Boolean Rule Explanations. Proceedings of the AAAI Conference on Artificial Intelligence.

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Chungmok Lee, Rahul Nair (2021). Robust transit line planning based on demand estimates obtained from mobile phones. EURO Journal on Transportation and Logistics.

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RA Cahill, DF O’shea, MF Khan, HA Khokhar, JP Epperlein, PG Mac Aonghusa, R Nair, SM Zhuk (2021). Artificial intelligence indocyanine green (ICG) perfusion for colorectal cancer intra-operative tissue classification. British Journal of Surgery.

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Josh Andres, Christine T Wolf, Sergio Cabrero Barros, Erick Oduor, Rahul Nair, Alexander Kjærum, Anders Bech Tharsgaard, Bo Schwartz Madsen (2020). Scenario-based XAI for Humanitarian Aid Forecasting. Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing Systems.

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Sergiy Zhuk, Jonathan P Epperlein, Rahul Nair, Seshu Thirupati, Pol Mac Aonghusa, Ronan Cahill, Donal O'Shea (2020). Perfusion Quantification from Endoscopic Videos: Learning to Read Tumor Signatures. arXiv preprint arXiv:2006.14321.

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Rahul Nair, Anton Dekusar (2020). Keep it simple stupid! A non-parametric kernel regression approach to forecast travel speeds. Transportation Research Part C: Emerging Technologies.

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Bei Chen, Rahul Nair, Inge Vejsbjerg (2019). RSM: An Explainable Predictive Sales Route Selector. 2019 International Conference on Data Mining Workshops (ICDMW).

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Rahul Nair, Thanh Lam Hoang, Marco Laumanns, Bei Chen, Randall Cogill, Jácint Szabó, Thomas Walter (2019). An ensemble prediction model for train delays. Transportation Research Part C: Emerging Technologies.

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Rahul Nair, Bo Schwartz Madsen, Helena Lassen, Serge Baduk, Srividya Nagarajan, Lars Henrik Mogensen, Rana Novack, Rebecca Curzon, Jurij Paraszczak, Sanne Urbak (2019). A machine learning approach to scenario analysis and forecasting of mixed migration. IBM Journal of Research and Development.

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Rahul Nair, Killian Levacher, Martin Stephenson (2018). Towards Automated Extraction of Business Constraints from Unstructured Regulatory Text. Proceedings of the 27th International Conference on Computational Linguistics: System Demonstrations.

Ren Wang, Rahul Nair, Alessandra Pascale, Daniel Work (2017). Spillover detection for urban traffic networks using signal timing and stop line detector data. Proceedings of the Annual Meeting of the Transportation Research Board.

Matthias Andres, Rahul Nair (2017). A predictive-control framework to address bus bunching. Transportation Research Part B: Methodological.

A. Botea, M. Berlingerio, S. Braghin, E. Bouillet, F. Calabrese, B. Chen, Y. Gkoufas, R. Nair, Nonner, Laumanns, M T. (2016). Docit: an integrated system for risk-averse multimodal journey advising. Smart Cities and Homes.

Fabio Pinelli, Rahul Nair, Francesco Calabrese, Michele Berlingerio, G. Di Lorenzo, Marco Luca Sbodio (2016). Data-Driven Transit Network Design From Mobile Phone Trajectories. IEEE Transactions on Intelligent Transportation Systems.

Giusy Di Lorenzo, Marco Sbodio, Francesco Calabrese, Michele Berlingerio, Fabio Pinelli, Rahul Nair (2016). Allaboard: visual exploration of cellphone mobility data to optimise public transport. IEEE transactions on visualization and computer graphics.

Mohammed Ahmed, Gianni Barlacchi, Stefano Braghin, Francesco Calabrese, Michele Ferretti, Vincent Lonij, Rahul Nair, Rana Novack, Jurij Paraszczak, Andeep Toor (2016). A multi-scale approach to data-driven mass migration analysis. Workshop on Data Science for Social Good, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2016).

Nikola Marković, Rahul Nair, Paul Schonfeld, Elise Miller-Hooks, Matthew Mohebbi (2015). Optimizing dial-a-ride services in Maryland: Benefits of computerized routing and scheduling. Transportation Research Part C: Emerging Technologies.

A. Pascale, T.L. Hoang, R. Nair (2015). Characterization of network traffic processes under adaptive traffic control systems. Transportation Research Part C: Emerging Technologies.

A. Pascale, T.L. Hoang, R. Nair (2015). Characterization of network traffic processes under adaptive traffic control systems. Transportation Research Procedia: Papers selected for Poster Sessions at The 21st International Symposium on Transportation and Traffic Theory Kobe, Japan, 5-7 August, 2015.

Freddy Lécué, Robert Tucker, Simone Tallevi-Diotallevi, Rahul Nair, Yiannis Gkoufas, Giuseppe Liguori, Mauro Borioni, Alexandre Rademaker, Luciano Barbosa (2014). Semantic Traffic Diagnosis with STAR-CITY: Architecture and Lessons Learned from Deployment in Dublin, Bologna, Miami and Rio. The Semantic Web–ISWC 2014.

Rahul Nair, Elise Miller-Hooks (2014). Equilibrium network design of shared-vehicle systems. European Journal of Operational Research.

Rahul Nair, Elise Miller-Hooks (2014). Equilibrium design of bicycle sharing systems: the case of Washington D.C.. EURO Journal on Transportation and Logistics.

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Rahul Nair, Eric Bouillet, Yiannis Gkoufas, Olivier Verscheure, Magda Mourad, Farzin Yashar, Rosie Perez, Joel Perez, Gerald Bryant (2014). Data as a resource: real-time predictive analytics for bus bunching. Proceedings of the 94th Annual Meeting of the Transportation Research Board.

Marco Luca Sbodio, Francesco Calabrese, Michele Berlingerio, Rahul Nair, Fabio Pinelli, others (2014). Allaboard: visual exploration of cellphone mobility data to optimise public transport. Proceedings of the 19th international conference on Intelligent User Interfaces.

Rahul Nair, Jonathan Kumi, Kevin Denny, Elise Miller-Hooks (2013). Robust Dynamic Distribution of Security Assets in Transit Systems. Transportation Research Record: Journal of the Transportation Research Board.

Rahul Nair, Cathal Coffey, Fabio Pinelli, Francesco Calabrese (2013). Large-scale transit schedule coordination based on journey planner requests. Transportation Research Record: Journal of the Transportation Research Board.

Michele Berlingerio, Francesco Calabrese, Giusy Di Lorenzo, Rahul Nair, Fabio Pinelli, Marco Luca Sbodio (2013). AllAboard: a system for exploring urban mobility and optimizing public transport using cellphone data. Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2013), demo track.

H. Sadrsadat, S. Young, E. Sharifi, R. Nair (2012). Relation between Real-Time Data and Hourly Traffic Volume Taking Heavy Vehicles into Consideration. ITS America 22nd Annual Meeting & Exposition.

Cathal Coffey, Rahul Nair, Fabio Pinelli, Alexei Pozdnoukhov, Francesco Calabrese (2012). Missed connections: quantifying and optimizing multi-modal interconnectivity in cities. Proceedings of the 5th ACM SIGSPATIAL International Workshop on Computational Transportation Science.

R. Nair, E. Miller-Hooks, R. C. Hampshire, A. Bušić (2012). Large-Scale Vehicle Sharing Systems: Analysis of Vélib'. International Journal of Sustainable Transportation.

R. Nair, H.S. Mahmassani, E. Miller-Hooks (2012). A Porous Flow Model for Disordered Heterogeneous Traffic Streams. Annual Meeting of the Transportation Research Board.

Center for Advanced Transportation Technology (2012). 2012 Maryland State Highway Mobility Report.

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R. Nair, E. Miller-Hooks (2011). Fleet management for vehicle sharing operations. Transportation Science.

Rahul Nair, Hani S Mahmassani, Elise Miller-Hooks (2011). A porous flow approach to modeling heterogeneous traffic in disordered systems. Transportation Research Part B: Methodological.

R. Nair, H.S. Mahmassani, E. Miller-Hooks (2011). A porous flow approach to modeling heterogeneous traffic in disordered systems. Procedia-Social and Behavioral Sciences: International Symposium on Transportation and Traffic Theory.

M. Kim, E. Miller-Hooks, R. Nair (2011). A Geographic Information System-Based Real-Time Decision Support Framework for Routing Vehicles Carrying Hazardous Materials. Journal of Intelligent Transportation Systems.

R. Nair, H. Avetisyan, E. Miller-Hooks (2010). Resilience Framework for Ports and Other Intermodal Components. Transportation Research Record: Journal of the Transportation Research Board.

R. Nair (2010). Design and Analysis of Vehicle Sharing Programs: A Systems Approach.

E. Miller-Hooks, L.L. Chen, R. Nair, H.S. Mahmassani (2009). Security and Mobility of Intermodal Freight Networks. Transportation Research Record: Journal of the Transportation Research Board.

R. Nair, E. Miller-Hooks (2009). Evaluation of relocation strategies for emergency medical service vehicles. Transportation Research Record: Journal of the Transportation Research Board.

R. Nair, E.D. Miller-Hooks, H.S. Mahmassani, V.C. Arcot, A. Kuo, K. Zhang, A. Kozuki, J. Ludvigsen (2008). Market potential for international rail-based intermodal services in Europe: From sea to shining sea. Transportation Research Record: Journal of the Transportation Research Board.

R. Nair, E. Miller-Hooks (2008). Dynamic Relocation of Scarce Resources: The Case of Emergency Medical Service Vehicles in Montreal. International Conference and 8th International Workshop on Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC 2008), IIT Bombay, India.

K. Zhang, R. Nair, H.S. Mahmassani, E.D. Miller-Hooks, V.C. Arcot, A. Kuo, J. Dong, C.C. Lu (2008). Application and Validation of Dynamic Freight Simulation-Assignment Model to Large-Scale Intermodal Rail Network: Pan-European Case. Transportation Research Record: Journal of the Transportation Research Board.

VC Arcot, A. Caprara, C. D'Ambrosio, J. Dong, A. Kozuki, A. Kuo, CC Lu, H. Mahmassani, E. Malaguti, S. Martello, others (2007). Modelling corridor freight transport for demonstration of seamless international rail freight services.

E. Miller-Hooks, H.S. Mahmassani, R. Nair, K. Zhang, V.C. Arcot, A. Kuo, C.C. Lu, J. Dong, A. Kozuki, A. Consult (2007). Assessing Service Design Options and Strategies for Overcoming Barriers in the Reorient Intermodal Freight Transport Corridor. Proc., European Transport Conference.

R. Nair, W. Ressel, R. Sivanandan (2004). Application of floating car data using GIS for dynamic vehicular routing: A case study. International Conference on Transportation Systems Planning and Operation, Indian Institute of Technology Madras.