book.bib

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  pages={71--89},
  year={2018},
  publisher={Elsevier}
}

@article{wilcox,
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}

@article{biehl19,
  title={Utilizing multi-stage behavior change theory to model the process of bike share adoption},
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  pages={30--45},
  year={2019},
  publisher={Elsevier}
}

@article{cho22,
  title={Estimation of Route Choice Behaviors of Bike-Sharing Users as First-and Last-mile Trips for Introduction of Mobility-as-a-Service (MaaS)},
  author={Cho, Shin-Hyung and Shin, DongHwa},
  journal={KSCE Journal of Civil Engineering},
  pages={1--12},
  year={2022},
  publisher={Springer}
}

@article{li18,
  title={Providing quantified evidence to policy makers for promoting bike-sharing in heavily air-polluted cities: A mode choice model and policy simulation for Taiyuan-China},
  author={Li, Weibo and Kamargianni, Maria},
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  pages={277--291},
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}

@article{welch20,
  title={Shared-use mobility competition: a trip-level analysis of taxi, bikeshare, and transit mode choice in Washington, DC},
  author={Welch, Timothy F and Gehrke, Steven R and Widita, Alyas},
  journal={Transportmetrica A: transport science},
  volume={16},
  number={1},
  pages={43--55},
  year={2020},
  publisher={Taylor \& Francis}
}

@article{zhou19,
  title={Bike-sharing or taxi? Modeling the choices of travel mode in Chicago using machine learning},
  author={Zhou, Xiaolu and Wang, Mingshu and Li, Dongying},
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  volume={79},
  pages={102479},
  year={2019},
  publisher={Elsevier}
}

@incollection{song19,
  title={Mode Shift from Car to Bike Shared: A Travel-Mode Choice Model},
  author={Song, Mingzhu and Zhang, Yi and Shen, Zuojun Max and Li, Meng and Dong, Zhenning},
  booktitle={CICTP 2019},
  pages={2398--2410},
  year={2019}
}

@article{zuniga22,
  title={Evaluation of e-scooters as transit last-mile solution},
  author={Zuniga-Garcia, Natalia and Tec, Mauricio and Scott, James G and Machemehl, Randy B},
  journal={Transportation research part C: emerging technologies},
  volume={139},
  pages={103660},
  year={2022},
  publisher={Elsevier}
}

@article{tuli21,
  title={Factors influencing the usage of shared E-scooters in Chicago},
  author={Tuli, Farzana Mehzabin and Mitra, Suman and Crews, Mariah B},
  journal={Transportation research part A: policy and practice},
  volume={154},
  pages={164--185},
  year={2021},
  publisher={Elsevier}
}

@article{zhang21,
  title={What type of infrastructures do e-scooter riders prefer? A route choice model},
  author={Zhang, Wenwen and Buehler, Ralph and Broaddus, Andrea and Sweeney, Ted},
  journal={Transportation research part D: transport and environment},
  volume={94},
  pages={102761},
  year={2021},
  publisher={Elsevier}
}

@article{lee21,
  title={Forecasting e-scooter substitution of direct and access trips by mode and distance},
  author={Lee, Mina and Chow, Joseph YJ and Yoon, Gyugeun and He, Brian Yueshuai},
  journal={Transportation research part D: transport and environment},
  volume={96},
  pages={102892},
  year={2021b},
  publisher={Elsevier}
}

@article{leeb21,
  title={Factors affecting heterogeneity in willingness to use e-scooter sharing services},
  author={Lee, Hyukseong and Baek, Kwangho and Chung, Jin-Hyuk and Kim, Jinhee},
  journal={Transportation Research Part D: Transport and Environment},
  volume={92},
  pages={102751},
  year={2021a},
  publisher={Elsevier}
}

@article{hosseinzadeh21,
  title={Spatial analysis of shared e-scooter trips},
  author={Hosseinzadeh, Aryan and Algomaiah, Majeed and Kluger, Robert and Li, Zhixia},
  journal={Journal of transport geography},
  volume={92},
  pages={103016},
  year={2021},
  publisher={Elsevier}
}

@article{kang21,
  title={Pooled versus private ride-hailing: A joint revealed and stated preference analysis recognizing psycho-social factors},
  author={Kang, Shuqing and Mondal, Aupal and Bhat, Aarti C and Bhat, Chandra R},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={124},
  pages={102906},
  year={2021},
  publisher={Elsevier}
}

@article{li20,
  title={A path-based equilibrium model for ridesharing matching},
  author={Li, Yuanyuan and Liu, Yang and Xie, Jun},
  journal={Transportation Research Part B: Methodological},
  volume={138},
  pages={373--405},
  year={2020},
  publisher={Elsevier}
}

@article{dong20,
  author = {Dong, Xiaoxia},
  title = {Trade Uber for the Bus?},
  journal = {Journal of the American Planning Association},
  volume = {86},
  number = {2},
  pages = {222-235},
  year  = {2020},
  publisher = {Routledge}
}

@article{dean21,
  title={Spatial variation in shared ride-hail trip demand and factors contributing to sharing: Lessons from Chicago},
  author={Dean, Matthew D and Kockelman, Kara M},
  journal={Journal of Transport Geography},
  volume={91},
  pages={102944},
  year={2021},
  publisher={Elsevier}
}

@article{xu19,
  title={Privately owned autonomous vehicle optimization model development and integration with activity-based modeling and dynamic traffic assignment framework},
  author={Xu, Xiang and Mahmassani, Hani S and Chen, Ying},
  journal={Transportation Research Record},
  volume={2673},
  number={10},
  pages={683--695},
  year={2019},
  publisher={SAGE Publications Sage CA: Los Angeles, CA}
}

@inproceedings{muhammad19,
  title={Incorporating MaaS Concept into an Operational Activity-Based Modelling Platform},
  author={Muhammad, Hafiz and Iqbal, Ahsan and Adnan, Muhammad and Kochan, Bruno and Bellemans, Tom and Janssens, Davy},
  year={2019}
}

@techreport{macfarlane21,
  title={Estimation and simulation of daily activity patterns for individuals using wheelchairs},
  author={Macfarlane, Gregory S and Lant, Nathan J and others},
  year={2021},
  institution={Utah. Dept. of Transportation. Division of Research}
}

@inproceedings{shimizu13,
  title={Modeling and Multi-agent simulation of Bicycle Sharing},
  author={Shimizu, Shota and Akai, Kenju and Nishino, Nariaki},
  booktitle={International Conference on Serviceology},
  pages={39--46},
  year={2013},
  organization={Springer}
}

@article{sanchez19,
  title={CTRANSPORT: Multi-agent-based simulation},
  author={S{\'a}nchez, Pedro and Pato, Denis and Mart{\'i}n, Gabriel and others},
  year={2019},
  publisher={Ediciones Universidad de Salamanca (Espa{\~n}a)}
}

@article{horl19b,
  title={Fleet operational policies for automated mobility: A simulation assessment for Zurich},
  author={{H\"orl}, Sebastian and Ruch, Claudio and Becker, Felix and Frazzoli, Emilio and Axhausen, Kay W},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={102},
  pages={20--31},
  year={2019b},
  publisher={Elsevier}
}

#https://www.research-collection.ethz.ch/bitstream/handle/20.500.11850/303667/1/ab1373.pdf
@inproceedings{horl19,
  title={Pairing discrete mode choice models and agent-based transport simulation with MATSim},
  author={{H\"orl}, Sebastian and Bala{\'c}, Milo{\v{s}} and Axhausen, Kay W},
  booktitle={2019 TRB Annual Meeting Online},
  pages={19--02409},
  year={2019a},
  organization={Transportation Research Board}
}

@article{philip13,
  title={Activity based travel behavioural study and mode choice modelling},
  author={Philip, Milimol and Sreelatha, T and George, Soosan},
  journal={Int J Innov Res Sci Eng Technol},
  volume={2},
  number={1},
  pages={181--190},
  year={2013},
  publisher={Citeseer}
}

@phdthesis{bowman98,
  title={The day activity schedule approach to travel demand analysis},
  author={Bowman, John Lawrence},
  year={1998},
  school={Massachusetts Institute of Technology}
}

@inproceedings{nayak22,
  title={Activity-Based Model: Requisite for a New Travel Demand Forecasting Approach for India},
  author={Nayak, Suchismita and Pandit, Debapratim},
  booktitle={Proceedings of the Fifth International Conference of Transportation Research Group of India},
  pages={109--121},
  year={2022},
  organization={Springer}
}

@article{hasnine21,
  title={Tour-based mode choice modelling as the core of an activity-based travel demand modelling framework: a review of state-of-the-art},
  author={Hasnine, Md Sami and Nurul Habib, Khandker},
  journal={Transport Reviews},
  volume={41},
  number={1},
  pages={5--26},
  year={2021},
  publisher={Taylor \& Francis}
}

@article{knapen21,
  title={An Activity Based integrated approach to model impacts of parking, hubs and new mobility concepts},
  author={Knapen, Luk and Adnan, Muhammad and Kochan, Bruno and Bellemans, Tom and van der Tuin, Marieke and Zhou, Han and Snelder, Maaike},
  journal={Procedia Computer Science},
  volume={184},
  pages={428--437},
  year={2021},
  publisher={Elsevier}
}

@article{gomes21,
  title={An investigation of trip-chaining behaviour based on activity participation, socioeconomic variables and aggregated characteristics of modal alternatives},
  author={Gomes, Viviani Antunes and Caldas, Muc and Pitombo, Cira Souza},
  journal={Revista Transportes},
  volume={29},
  number={1},
  pages={21--41},
  year={2021}
}

@article{nguyen22,
  title={A unified activity-based framework for one-way car-sharing services in multi-modal transportation networks},
  author={Nguyen, Tri K and Hoang, Nam H and Vu, Hai L},
  journal={Transportation Research Part E: Logistics and Transportation Review},
  volume={157},
  pages={102551},
  year={2022},
  publisher={Elsevier}
}

 @book{rsg16,
  journal={Pricing and Travel Time Reliability Enhancements in the SANDAG Activity-Based Travel Model: Final Report},
  author={RSG},
  year={2016}
}

@article{mahmoudi21,
  title = {How many trip requests could we support? An activity-travel based vehicle scheduling approach},
  journal = {Transportation Research Part C: Emerging Technologies},
  volume = {128},
  year = {2021},
  url = {https://www.sciencedirect.com/science/article/pii/S0968090X21002369},
  author = {Monirehalsadat Mahmoudi and Lu (Carol) Tong and Venu M. Garikapati and Ram M. Pendyala and Xuesong Zhou},
}

@article{kamel19,
  title={Exploring the impact of user preferences on shared autonomous vehicle modal split: A multi-agent simulation approach},
  author={Kamel, Joseph and Vosooghi, Reza and Puchinger, Jakob and Ksontini, Feirouz and Sirin, G{\"o}knur},
  journal={Transportation Research Procedia},
  volume={37},
  pages={115--122},
  year={2019},
  publisher={Elsevier}
}

@article{bazghandi12,
  title={Techniques, advantages and problems of agent based modeling for traffic simulation},
  author={Bazghandi, Ali},
  journal={International Journal of Computer Science Issues (IJCSI)},
  volume={9},
  number={1},
  pages={115},
  year={2012},
  publisher={Citeseer}
}

@incollection{amblard15,
  title={Introduction to NetLogo},
  author={Amblard, Fr{\'e}d{\'e}ric and Daud{\'e}, Eric and Gaudou, Beno{\^i}t and Grignard, Arnaud and Hutzler, Guillaume and Lang, Christophe and Marilleau, Nicolas and Nicod, Jean-Marc and Sheeren, David and Taillandier, Patrick},
  booktitle={Agent-based Spatial Simulation with Netlogo},
  pages={75--123},
  year={2015},
  publisher={Elsevier}
}

@incollection{siebers08,
  title={Introduction to multi-agent simulation},
  author={Siebers, Peer-Olaf and Aickelin, Uwe},
  booktitle={Encyclopedia of decision making and decision support technologies},
  pages={554--564},
  year={2008},
  publisher={IGI Global}
}

@article{ciari16,
  title={Modeling carsharing with the agent-based simulation MATSim: State of the art, applications, and future developments},
  author={Ciari, Francesco and Balac, Milos and Axhausen, Kay W},
  journal={Transportation Research Record},
  volume={2564},
  number={1},
  pages={14--20},
  year={2016},
  publisher={SAGE Publications Sage CA: Los Angeles, CA}
}

@article{becker20,
  title={Assessing the welfare impacts of Shared Mobility and Mobility as a Service (MaaS)},
  author={Becker, Henrik and Balac, Milos and Ciari, Francesco and Axhausen, Kay W},
  journal={Transportation Research Part A: Policy and Practice},
  volume={131},
  pages={228--243},
  year={2020},
  publisher={Elsevier}
}

@article{moeckel20,
  title={Agent-based simulation to improve policy sensitivity of trip-based models},
  author={Moeckel, Rolf and Kuehnel, Nico and Llorca, Carlos and Moreno, Ana Tsui and Rayaprolu, Hema},
  journal={Journal of Advanced Transportation},
  volume={2020},
  year={2020},
  publisher={Hindawi}
}

@article{zwick21,
  title={Agent-based simulation of city-wide autonomous ride-pooling and the impact on traffic noise},
  author={Zwick, Felix and Kuehnel, Nico and Moeckel, Rolf and Axhausen, Kay W},
  journal={Transportation Research Part D: Transport and Environment},
  volume={90},
  pages={102673},
  year={2021},
  publisher={Elsevier}
}

@article{zhang18,
  title={An integrated, validated, and applied activity-based dynamic traffic assignment model for the baltimore-washington region},
  author={Zhang, Lei and Yang, Di and Ghader, Sepehr and Carrion, Carlos and Xiong, Chenfeng and Rossi, Thomas F and Milkovits, Martin and Mahapatra, Subrat and Barber, Charles},
  journal={Transportation Research Record},
  volume={2672},
  number={51},
  pages={45--55},
  year={2018},
  publisher={SAGE Publications Sage CA: Los Angeles, CA}
}

@software{agrc,
  author={AGRC},
  title={Automated Geographic Reference Center},
  url={https://gis.utah.gov/},
  year={2021}
  }

  @software{beam,
    author = {BEAM},
    title={Behavior, Energy, Autonomy, and Mobility},
    publisher={Lawrence Berkeley National Laboratory the UC Berkeley Institute for Transportation Studies},
    url={https://beam.readthedocs.io/en/develop/users.html},
    year={2022}
  }

  @book{mtc12,
   place={San Francisco, California},
   journal={Travel Model Development: Calibration and Validation Technical Report},
   author={MTC},
   publisher={Metropolitan Transportation Commission with Parsons Brinckerhoff, Inc},
   year={2012}
 }

 @inbook{nchrp,
  place={Washington, D.C},
  title={Travel Demand Forecasting: Parameters and techniques},
  booktitle={NCHRP Report 716},
  publisher={Transportation Research Board},
  author={Cambridge Systematics, Inc. and Vanasse Hangen Brustlin, Inc. and Gallop Corporation and Bhat, Chandra R. and Shapiro Transportation Consulting, LLC and Martin/Alexiou/Bryson, PLLC},
  year={2012},
  pages={55–60}
}

@software{popsim,
  author={PopulationSim},
  title={An open platform for population synthesis},
  year={2021},
  url={https://activitysim.github.io/populationsim/},
  version={0.5}
  }

  @software{r5,
    author={Conveyal},
    title={R5: Rapid Realistic Routing on Real-world and Reimagined networks},
    url={https://github.com/conveyal/r5},
    year={2022}
  }

  @misc{rsg21,
  author={ActivitySim},
   title={An advanced activity-based travel demand model built by and for users},
   url={https://rsginc.com/activitysim- white-paper/#advanced-activity-based-travel-demand-model},
   journal={RSG},
   year={2021},
   month={Dec}
 }

 @software{utahstate,
   author={UDOT},
   title={Utah State Travel Demand Model},
   publisher = {Utah Department of Transportation},
   year={2021}
 }

 @software{wfrc,
   author={WFRC},
   title={Wasatch Front Travel Demand Model},
   publisher={Wasatch Front Regional Council},
   version={v8.3.1},
   year={2019},
   url={https://wfrc.org/programs/models-forecasting/}
 }

 @software{asim,
   author={ActivitySim},
   title={ ActivitySim: An open platform for activity-based travel modeling},
   url={https://github.com/ActivitySim/activitysim.},
   year={2021},
   version={0.9.9.1}
 }

 @book{horni16,
   title={The multi-agent transport simulation MATSim},
   author={W Axhausen, Kay and Horni, Andreas and Nagel, Kai},
   year={2016},
   publisher={Ubiquity Press}
 }

 @misc{gtfs,
   author={{Utah Transit Authority}},
   institution={Utah Transit Authority},
   title={OpenMobilityData - GTFS},
   url={https://transitfeeds.com/p/utah-transportation- authority/59},
   year={2021}
 }

 @article{chen21,
  title={Short-term prediction of demand for ride-hailing services: A deep learning approach},
  author={Chen, Long and Thakuriah, Piyushimita Vonu and Ampountolas, Konstantinos},
  journal={Journal of Big Data Analytics in Transportation},
  volume={3},
  number={2},
  pages={175--195},
  year={2021},
  publisher={Springer}
}


@Manual{R-base,
  title = {R: A Language and Environment for Statistical Computing},
  author = {{R Core Team}},
  organization = {R Foundation for Statistical Computing},
  address = {Vienna, Austria},
  year = {2021},
  url = {https://www.R-project.org/},
}

@Manual{R-bookdown,
  title = {bookdown: Authoring Books and Technical Documents with R Markdown},
  author = {Yihui Xie},
  year = {2021},
  note = {R package version 0.24},
  url = {https://CRAN.R-project.org/package=bookdown},
}

@Manual{R-cowplot,
  title = {cowplot: Streamlined Plot Theme and Plot Annotations for ggplot2},
  author = {Claus O. Wilke},
  year = {2020},
  note = {R package version 1.1.1},
  url = {https://wilkelab.org/cowplot/},
}

@Manual{R-DiagrammeR,
  title = {DiagrammeR: Graph/Network Visualization},
  author = {Richard Iannone},
  year = {2022},
  note = {R package version 1.0.9},
  url = {https://github.com/rich-iannone/DiagrammeR},
}

@Manual{R-dotwhisker,
  title = {dotwhisker: Dot-and-Whisker Plots of Regression Results},
  author = {Frederick Solt and Yue Hu},
  year = {2021},
  note = {R package version 0.7.4},
  url = {https://CRAN.R-project.org/package=dotwhisker},
}

@Manual{R-dplyr,
  title = {dplyr: A Grammar of Data Manipulation},
  author = {Hadley Wickham and Romain François and Lionel Henry and Kirill Müller},
  year = {2022},
  note = {R package version 1.0.8},
  url = {https://CRAN.R-project.org/package=dplyr},
}

@Manual{R-ggplot2,
  title = {ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics},
  author = {Hadley Wickham and Winston Chang and Lionel Henry and Thomas Lin Pedersen and Kohske Takahashi and Claus Wilke and Kara Woo and Hiroaki Yutani and Dewey Dunnington},
  year = {2021},
  note = {R package version 3.3.5},
  url = {https://CRAN.R-project.org/package=ggplot2},
}

@Manual{R-ggpubr,
  title = {ggpubr: ggplot2 Based Publication Ready Plots},
  author = {Alboukadel Kassambara},
  year = {2020},
  note = {R package version 0.4.0},
  url = {https://rpkgs.datanovia.com/ggpubr/},
}

@Manual{R-knitr,
  title = {knitr: A General-Purpose Package for Dynamic Report Generation in R},
  author = {Yihui Xie},
  year = {2021},
  note = {R package version 1.37},
  url = {https://yihui.org/knitr/},
}

@Manual{R-purrr,
  title = {purrr: Functional Programming Tools},
  author = {Lionel Henry and Hadley Wickham},
  year = {2020},
  note = {R package version 0.3.4},
  url = {https://CRAN.R-project.org/package=purrr},
}

@Manual{R-readr,
  title = {readr: Read Rectangular Text Data},
  author = {Hadley Wickham and Jim Hester and Jennifer Bryan},
  year = {2022},
  note = {R package version 2.1.2},
  url = {https://CRAN.R-project.org/package=readr},
}

@Manual{R-rmarkdown,
  title = {rmarkdown: Dynamic Documents for R},
  author = {JJ Allaire and Yihui Xie and Jonathan McPherson and Javier Luraschi and Kevin Ushey and Aron Atkins and Hadley Wickham and Joe Cheng and Winston Chang and Richard Iannone},
  year = {2022},
  note = {R package version 2.12},
  url = {https://CRAN.R-project.org/package=rmarkdown},
}

@Manual{R-scales,
  title = {scales: Scale Functions for Visualization},
  author = {Hadley Wickham and Dana Seidel},
  year = {2022},
  note = {R package version 1.2.0},
  url = {https://CRAN.R-project.org/package=scales},
}

@Manual{R-sf,
  title = {sf: Simple Features for R},
  author = {Edzer Pebesma},
  year = {2022},
  note = {R package version 1.0-7},
  url = {https://CRAN.R-project.org/package=sf},
}

@Manual{R-stringr,
  title = {stringr: Simple, Consistent Wrappers for Common String Operations},
  author = {Hadley Wickham},
  year = {2019},
  note = {R package version 1.4.0},
  url = {https://CRAN.R-project.org/package=stringr},
}

@Manual{R-tibble,
  title = {tibble: Simple Data Frames},
  author = {Kirill Müller and Hadley Wickham},
  year = {2021},
  note = {R package version 3.1.6},
  url = {https://CRAN.R-project.org/package=tibble},
}

@Manual{R-tidyr,
  title = {tidyr: Tidy Messy Data},
  author = {Hadley Wickham and Maximilian Girlich},
  year = {2022},
  note = {R package version 1.2.0},
  url = {https://CRAN.R-project.org/package=tidyr},
}

@Manual{R-tidyverse,
  title = {tidyverse: Easily Install and Load the Tidyverse},
  author = {Hadley Wickham},
  year = {2021},
  note = {R package version 1.3.1},
  url = {https://CRAN.R-project.org/package=tidyverse},
}

@Manual{R-tufte,
  title = {tufte: Tufte's Styles for R Markdown Documents},
  author = {Yihui Xie and JJ Allaire},
  year = {2022},
  note = {R package version 0.12},
  url = {https://github.com/rstudio/tufte},
}

@Book{bookdown2016,
  title = {bookdown: Authoring Books and Technical Documents with {R} Markdown},
  author = {Yihui Xie},
  publisher = {Chapman and Hall/CRC},
  address = {Boca Raton, Florida},
  year = {2016},
  note = {ISBN 978-1138700109},
  url = {https://bookdown.org/yihui/bookdown},
}

@Book{ggplot22016,
  author = {Hadley Wickham},
  title = {ggplot2: Elegant Graphics for Data Analysis},
  publisher = {Springer-Verlag New York},
  year = {2016},
  isbn = {978-3-319-24277-4},
  url = {https://ggplot2.tidyverse.org},
}

@Book{knitr2015,
  title = {Dynamic Documents with {R} and knitr},
  author = {Yihui Xie},
  publisher = {Chapman and Hall/CRC},
  address = {Boca Raton, Florida},
  year = {2015},
  edition = {2nd},
  note = {ISBN 978-1498716963},
  url = {https://yihui.org/knitr/},
}

@InCollection{knitr2014,
  booktitle = {Implementing Reproducible Computational Research},
  editor = {Victoria Stodden and Friedrich Leisch and Roger D. Peng},
  title = {knitr: A Comprehensive Tool for Reproducible Research in {R}},
  author = {Yihui Xie},
  publisher = {Chapman and Hall/CRC},
  year = {2014},
  note = {ISBN 978-1466561595},
  url = {http://www.crcpress.com/product/isbn/9781466561595},
}

@Book{rmarkdown2018,
  title = {R Markdown: The Definitive Guide},
  author = {Yihui Xie and J.J. Allaire and Garrett Grolemund},
  publisher = {Chapman and Hall/CRC},
  address = {Boca Raton, Florida},
  year = {2018},
  note = {ISBN 9781138359338},
  url = {https://bookdown.org/yihui/rmarkdown},
}

@Book{rmarkdown2020,
  title = {R Markdown Cookbook},
  author = {Yihui Xie and Christophe Dervieux and Emily Riederer},
  publisher = {Chapman and Hall/CRC},
  address = {Boca Raton, Florida},
  year = {2020},
  note = {ISBN 9780367563837},
  url = {https://bookdown.org/yihui/rmarkdown-cookbook},
}

@Article{sf2018,
  author = {Edzer Pebesma},
  title = {{Simple Features for R: Standardized Support for Spatial Vector Data}},
  year = {2018},
  journal = {{The R Journal}},
  url = {https://doi.org/10.32614/RJ-2018-009},
  pages = {439--446},
  volume = {10},
  number = {1},
}

@Article{tidyverse2019,
  title = {Welcome to the {tidyverse}},
  author = {Hadley Wickham and Mara Averick and Jennifer Bryan and Winston Chang and Lucy D'Agostino McGowan and Romain François and Garrett Grolemund and Alex Hayes and Lionel Henry and Jim Hester and Max Kuhn and Thomas Lin Pedersen and Evan Miller and Stephan Milton Bache and Kirill Müller and Jeroen Ooms and David Robinson and Dana Paige Seidel and Vitalie Spinu and Kohske Takahashi and Davis Vaughan and Claus Wilke and Kara Woo and Hiroaki Yutani},
  year = {2019},
  journal = {Journal of Open Source Software},
  volume = {4},
  number = {43},
  pages = {1686}
}

@Article{targets,
   title = {The targets R package: a dynamic Make-like function-oriented pipeline toolkit for reproducibility and high-performance computing},
   author = {William Michael Landau},
   journal = {Journal of Open Source Software},
   year = {2021},
   volume = {6},
   number = {57},
   pages = {2959},
   url = {https://doi.org/10.21105/joss.02959},
 }

 @Manual{tarchetypes,
   title = {tarchetypes: Archetypes for Targets},
   author = {William Michael Landau},
   year = {2021},
   note = {{https://docs.ropensci.org/tarchetypes/, https://github.com/ropensci/tarchetypes}},
 }

 @Manual{ggrepel,
  title = {ggrepel: Automatically Position Non-Overlapping Text Labels with
'ggplot2'},
  author = {Kamil Slowikowski},
  year = {2021},
  note = {R package version 0.9.1},
  url = {https://CRAN.R-project.org/package=ggrepel},
}

@Manual{data.table,
  title = {data.table: Extension of `data.frame`},
  author = {Matt Dowle and Arun Srinivasan},
  year = {2021},
  note = {R package version 1.14.2},
  url = {https://CRAN.R-project.org/package=data.table},
}

@Article{RJ-2021-048,
  author = {Henrik Bengtsson},
  title = {A Unifying Framework for Parallel and Distributed Processing in R using Futures},
  year = {2021},
  journal = {The R Journal},
  url = {https://doi.org/10.32614/RJ-2021-048},
  pages = {208--227},
  volume = {13},
  number = {2},
}

@Article{RJ-2021-048,
  author = {Henrik Bengtsson},
  title = {A Unifying Framework for Parallel and Distributed Processing in R using Futures},
  year = {2021},
  journal = {The R Journal},
  url = {https://doi.org/10.32614/RJ-2021-048},
  pages = {208--227},
  volume = {13},
  number = {2},
}

@Manual{furrr,
  title = {furrr: Apply Mapping Functions in Parallel using Futures},
  author = {Davis Vaughan and Matt Dancho},
  year = {2022},
  note = {R package version 0.3.1},
  url = {https://CRAN.R-project.org/package=furrr},
}

@Manual{kabelExtra,
  title = {kableExtra: Construct Complex Table with 'kable' and Pipe Syntax},
  author = {Hao Zhu},
  year = {2021},
  note = {R package version 1.3.4},
  url = {https://CRAN.R-project.org/package=kableExtra},
}

@Manual{ggalluvial,
  title = {ggalluvial: Layered Grammar for Alluvial Plots.},
  author = {Jason Cory Brunson and Quentin D. Read},
  year = {2020},
  note = {R package version 0.12.3},
  url = {http://corybrunson.github.io/ggalluvial/},
}

@Manual{RColorBrewer,
  title = {RColorBrewer: ColorBrewer Palettes},
  author = {Erich Neuwirth},
  year = {2022},
  note = {R package version 1.1-3},
  url = {https://CRAN.R-project.org/package=RColorBrewer},
}

@article{marquet20,
  title={Spatial distribution of ride-hailing trip demand and its association with walkability and neighborhood characteristics},
  author={Marquet, Oriol},
  journal={Cities},
  volume={106},
  pages={102926},
  year={2020},
  publisher={Elsevier}
}

@article{tirachini20,
  title={Ride-hailing, travel behaviour and sustainable mobility: an international review},
  author={Tirachini, Alejandro},
  journal={Transportation},
  volume={47},
  number={4},
  pages={2011--2047},
  year={2020},
  publisher={Springer}
}

@article{dong18,
  title={An empirical study on travel patterns of internet based ride-sharing},
  author={Dong, Yongqi and Wang, Shuofeng and Li, Li and Zhang, Zuo},
  journal={Transportation research part C: emerging technologies},
  volume={86},
  pages={1--22},
  year={2018},
  publisher={Elsevier}
}

@article{li22,
  title={Exploring the correlation between ride-hailing and multimodal transit ridership in toronto},
  author={Li, Wenting and Shalaby, Amer and Habib, Khandker Nurul},
  journal={Transportation},
  volume={49},
  number={3},
  pages={765--789},
  year={2022},
  publisher={Springer}
}

@inproceedings{correa17,
  title={Exploring the taxi and Uber demand in New York City: An empirical analysis and spatial modeling},
  author={Correa, Diego and Xie, Kun and Ozbay, Kaan},
  booktitle={96th Annual Meeting of the Transportation Research Board, Washington, DC},
  year={2017}
}

@article{rafiq22,
  title={An exploratory analysis of alternative travel behaviors of ride-hailing users},
  author={Rafiq, Rezwana and McNally, Michael G},
  journal={Transportation},
  pages={1--35},
  year={2022},
  publisher={Springer}
}