Advanced search
Publication Cover
Transport Reviews Volume 34, 2014 - Issue 4
Submit an article Journal homepage
1,483
Views
74
CrossRef citations to date
0
Altmetric
Original Articles

Alternative Modeling Approaches Used for Examining Automobile Ownership: A Comprehensive Review

Sabreena AnowarDepartment of Civil Engineering & Applied Mechanics, McGill University, Montreal, Quebec, Canada
,
Naveen EluruDepartment of Civil Engineering & Applied Mechanics, McGill University, Montreal, Quebec, CanadaCorrespondence[email protected]
&
Luis F. Miranda-MorenoDepartment of Civil Engineering & Applied Mechanics, McGill University, Montreal, Quebec, Canada
Pages 441-473 | Received 11 Jun 2013, Accepted 12 Apr 2014, Published online: 07 May 2014

Citations (74)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (5)

Jaime Soza-Parra & Oded Cats. (2024) The role of personal motives in determining car ownership and use: a literature review. Transport Reviews 44:3, pages 591-611.
Read now
Jaime Angueira, Karthik Charan Konduri, Vincent Chakour & Naveen Eluru. (2019) Exploring the relationship between vehicle type choice and distance traveled: a latent segmentation approach. Transportation Letters 11:3, pages 146-157.
Read now
Shiva Habibi, Muriel Beser Hugosson, Pia Sundbergh & Staffan Algers. (2019) Car fleet policy evaluation: The case of bonus-malus schemes in Sweden. International Journal of Sustainable Transportation 13:1, pages 51-64.
Read now
Patrick Jochem, Jonatan J. Gómez Vilchez, Axel Ensslen, Johannes Schäuble & Wolf Fichtner. (2018) Methods for forecasting the market penetration of electric drivetrains in the passenger car market. Transport Reviews 38:3, pages 322-348.
Read now
Taha Hossein Rashidi & Kouros Mohammadian. (2016) Application of a nested trivariate copula structure in a competing duration hazard-based vehicle transaction decision model. Transportmetrica A: Transport Science 12:6, pages 550-567.
Read now

Articles from other publishers (69)

Fatemeh Nazari, Mohamadhossein Noruzoliaee & Abolfazl (Kouros) Mohammadian. (2023) Electric Vehicle Adoption Behavior and Vehicle Transaction Decision: Estimating an Integrated Choice Model with Latent Variables on a Retrospective Vehicle Survey. Transportation Research Record: Journal of the Transportation Research Board 2678:4, pages 378-397.
Crossref
Yanhui Liu, Yang Li & Lu Miao. (2024) Impact of lightweight materials substitution on material stock and carbon emission of private vehicles in China. Environment, Development and Sustainability.
Crossref
Alvaro Rodriguez-Valencia, J. de D. Ortúzar & Santiago Mesa-Garcia. (2024) Understanding the differences between car and motorcycle ownership. The case of Bogotá, Colombia. Journal of Transport Geography 114, pages 103773.
Crossref
Jasper Püschel, Lukas Barthelmes, Martin Kagerbauer & Peter Vortisch. (2023) Comparison of Discrete Choice and Machine Learning Models for Simultaneous Modeling of Mobility Tool Ownership in Agent-Based Travel Demand Models. Transportation Research Record: Journal of the Transportation Research Board.
Crossref
Nirmalendu Bikash Mishra, Agnivesh Pani, Smruti Sourava Mohapatra & Prasanta K. Sahu. (2023) Decoding Private or Commercial Vehicle Ownership Decisions for Low-Carbon Mobility Transitions: A Systematic Review of the Literature. Transportation Research Record: Journal of the Transportation Research Board.
Crossref
Weijing Wang, Sierra Espeland, Jesus M. Barajas & Dana Rowangould. (2023) Rural–nonrural divide in car access and unmet travel need in the United States. Transportation.
Crossref
Stephen Hickson, Madhav G. Badami, Kevin Manaugh, James DeWeese & Ahmed El-Geneidy. (2023) Who is Buying SUVs and Light Trucks in Montreal? A Factor and Cluster Analysis. Transportation Research Record: Journal of the Transportation Research Board 2677:8, pages 541-552.
Crossref
Ke Wang, Xin Ye, Cheng Shi & Hongcheng Gan. (2023) Probit-Based Discrete-Continuous Choice Model to Explore the Relationship Between Car Ownership and Commuters’ Non-Work Activity Durations in Xiaoshan District of Hangzhou, China. Transportation Research Record: Journal of the Transportation Research Board 2677:7, pages 169-184.
Crossref
Azam Ali, Arash Kalatian & Charisma F. Choudhury. (2023) Comparing and contrasting choice model and machine learning techniques in the context of vehicle ownership decisions. Transportation Research Part A: Policy and Practice 173, pages 103727.
Crossref
Ali Kemal Çelik, Nuriye Kabakuş & Ahmet Tortum. (2023) Influential Factors of Household Car and Vehicle Ownership in Urban Areas of Turkey. Transportation Research Record: Journal of the Transportation Research Board 2677:6, pages 218-240.
Crossref
Fatemeh Nazari & Abolfazl (Kouros) Mohammadian. (2023) Modeling vehicle-miles of travel accounting for latent heterogeneity. Transport Policy 133, pages 45-53.
Crossref
Chetan Doddamani & M. Manoj. (2021) Analysis of the influences of built environment measures on household car and motorcycle ownership decisions in Hubli-Dharwad cities. Transportation 50:1, pages 205-243.
Crossref
Jaime Soza-Parra & Oded Cats. (2023) The Role of Personal Motives in Determining Car Ownership and Use: A Literature Review. SSRN Electronic Journal.
Crossref
Ruslan Ruslan, Sugiarto Sugiarto, Renni Anggraini & Sofyan Muhammad Saleh. Investigation of effect socioeconomic characteristic on vehicle ownership in developing country using multinomial logistic regression: A case study in Banda Aceh city. Investigation of effect socioeconomic characteristic on vehicle ownership in developing country using multinomial logistic regression: A case study in Banda Aceh city.
Jérôme Laviolette, Catherine Morency & E.O.D. Waygood. (2022) A kilometer or a mile? Does buffer size matter when it comes to car ownership?. Journal of Transport Geography 104, pages 103456.
Crossref
Zhiqiang Xu, Mahdi Aghaabbasi, Mujahid Ali & Elżbieta Macioszek. (2022) Targeting Sustainable Transportation Development: The Support Vector Machine and the Bayesian Optimization Algorithm for Classifying Household Vehicle Ownership. Sustainability 14:17, pages 11094.
Crossref
Prasanta K. Sahu, Danish Qureshi & Agnivesh Pani. (2022) Examining commercial vehicle fleet ownership decisions and the mediating role of freight generation: A structural equation modeling assessment. Transport Policy 126, pages 26-33.
Crossref
Ling Jin, Alina Lazar, Caitlin Brown, Bingrong Sun, Venu Garikapati, Srinath Ravulaparthy, Qianmiao Chen, Alexander Sim, Kesheng Wu, Tin Ho, Thomas Wenzel & C. Anna Spurlock. (2022) 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 3.
Crossref
Juan Nicolas Gonzalez, Juan Gomez & Jose Manuel Vassallo. (2022) Do urban parking restrictions and Low Emission Zones encourage a greener mobility?. Transportation Research Part D: Transport and Environment 107, pages 103319.
Crossref
Boqiang Lin & Lei Shi. (2022) Identify and bridge the intention-behavior gap in new energy vehicles consumption: Based on a new measurement method. Sustainable Production and Consumption 31, pages 432-447.
Crossref
Hiromu Oda, Hiroki Noguchi & Masaaki Fuse. (2022) Review of life cycle assessment for automobiles: A meta-analysis-based approach. Renewable and Sustainable Energy Reviews 159, pages 112214.
Crossref
Jerome Laviolette, Catherine Morency, Owen D. Waygood & Konstadinos G. Goulias. (2021) Car Ownership and the Built Environment: A Spatial Modeling Approach. Transportation Research Record: Journal of the Transportation Research Board 2676:3, pages 125-141.
Crossref
Lara Al Otary, Maya Abou-Zeid & Isam Kaysi. (2021) Modeling car ownership and use in a developing country context with informal public transportation. Transportation 49:1, pages 1-36.
Crossref
Qifan Shao, Wenjia Zhang, Xinyu (Jason) Cao & Jiawen Yang. (2022) Nonlinear and interaction effects of land use and motorcycles/E-bikes on car ownership. Transportation Research Part D: Transport and Environment 102, pages 103115.
Crossref
Pierre Hankach, Pascal Gastineau & Pierre-Olivier Vandanjon. (2022) Multi-scale spatial analysis of household car ownership using distance-based Moran's eigenvector maps: Case study in Loire-Atlantique (France). Journal of Transport Geography 98, pages 103223.
Crossref
Roger Pyddoke, Jan-Erik Swärdh, Staffan Algers, Shiva Habibi & Noor Sedehi Zadeh. (2021) Distributional effects from policies for reduced CO2-emissions from car use in 2030. Transportation Research Part D: Transport and Environment 101, pages 103077.
Crossref
Siqi Song, Mi Diao & Chen-Chieh Feng. (2021) Effects of pricing and infrastructure on car ownership: A pseudo-panel-based dynamic model. Transportation Research Part A: Policy and Practice 152, pages 115-126.
Crossref
Juan Nicolas Gonzalez, Jose Perez-Doval, Juan Gomez & Jose Manuel Vassallo. (2021) What impact do private vehicle restrictions in urban areas have on car ownership? Empirical evidence from the city of Madrid. Cities 116, pages 103301.
Crossref
James Dixon, Sofia Koukoura, Christian Brand, Malcolm Morgan & Keith Bell. (2021) Spatially Disaggregated Car Ownership Prediction Using Deep Neural Networks. Future Transportation 1:1, pages 113-133.
Crossref
Sadegh Sabouri, Guang Tian, Reid Ewing, Keunhyun Park & William Greene. (2021) The built environment and vehicle ownership modeling: Evidence from 32 diverse regions in the U.S.. Journal of Transport Geography 93, pages 103073.
Crossref
Gaofeng Gu, Tao Feng, Dujuan Yang & Harry Timmermans. (2020) Modeling dynamics in household car ownership over life courses: a latent class competing risks model. Transportation 48:2, pages 809-829.
Crossref
Mohammed Abdul Muhsin Zambang, Haobin Jiang & Lukuman Wahab. (2021) Modeling vehicle ownership with machine learning techniques in the Greater Tamale Area, Ghana. PLOS ONE 16:2, pages e0246044.
Crossref
Jukka Heinonen, Michał Czepkiewicz, Áróra Árnadóttir & Juudit Ottelin. (2021) Drivers of Car Ownership in a Car-Oriented City: A Mixed-Method Study. Sustainability 13:2, pages 619.
Crossref
Nazmul Arefin Khan & Muhammad Ahsanul Habib. (2021) When do households make vehicle transactions? What type of vehicle households choose after transaction events?. Travel Behaviour and Society 22, pages 32-47.
Crossref
Dr. Sören Groth & Prof. Dr. Dirk Wittowsky. 2021. International Encyclopedia of Transportation. International Encyclopedia of Transportation 612 616 .
Lars Böcker & Ellinor Anderson. (2020) Interest-adoption discrepancies, mechanisms of mediation and socio-spatial inclusiveness in bike-sharing: The case of nine urban regions in Norway. Transportation Research Part A: Policy and Practice 140, pages 266-277.
Crossref
Juan Laborda & María José Moral. (2020) Automotive Aftermarket Forecast in a Changing World: The Stakeholders’ Perceptions Boost!. Sustainability 12:18, pages 7817.
Crossref
Fan Zhou, Zuduo Zheng, Jake Whitehead, Robert K. Perrons, Simon Washington & Lionel Page. (2020) Examining the impact of car-sharing on private vehicle ownership. Transportation Research Part A: Policy and Practice 138, pages 322-341.
Crossref
Sung Hoo Kim, Patricia L. Mokhtarian & Giovanni Circella. (2020) Will autonomous vehicles change residential location and vehicle ownership? Glimpses from Georgia. Transportation Research Part D: Transport and Environment 82, pages 102291.
Crossref
Mohammad M. Hamed & Basel M. Al-Eideh. (2020) An exploratory analysis of traffic accidents and vehicle ownership decisions using a random parameters logit model with heterogeneity in means. Analytic Methods in Accident Research 25, pages 100116.
Crossref
Jun Liu, Shashi Nambisan, Xiaobing Li & Xing Fu. (2020) Are young Americans carless across the United States? A spatial analysis. Transportation Research Part D: Transport and Environment 78, pages 102197.
Crossref
Jun Liu, Asad J. Khattak, Xiaobing Li & Xing Fu. (2019) A spatial analysis of the ownership of alternative fuel and hybrid vehicles. Transportation Research Part D: Transport and Environment 77, pages 106-119.
Crossref
Gijs van Eck, Gerard de Jong, Bart Wesseling & Jordy van Meerkerk. (2019) Simulating the impact of tax incentives using a type choice model for lease cars. Case Studies on Transport Policy 7:4, pages 814-822.
Crossref
Jie Ma & Xin Ye. (2019) Modeling Household Vehicle Ownership in Emerging Economies. Journal of the Indian Institute of Science 99:4, pages 647-671.
Crossref
Chuan Ding, Xinyu Cao, Meixuan Dong, Yi Zhang & Jiawen Yang. (2019) Non-linear relationships between built environment characteristics and electric-bike ownership in Zhongshan, China. Transportation Research Part D: Transport and Environment 75, pages 286-296.
Crossref
Na Wu & Chunyan Tang. (2019) Investigation of household private car ownership considering interdependent consumer preference. PLOS ONE 14:7, pages e0219212.
Crossref
Guang Tian, Keunhyun Park & Reid Ewing. (2018) Trip and parking generation rates for different housing types: Effects of compact development. Urban Studies 56:8, pages 1554-1575.
Crossref
Xinyu (Jason) Cao, Petter Næss & Fitwi Wolday. (2019) Examining the effects of the built environment on auto ownership in two Norwegian urban regions. Transportation Research Part D: Transport and Environment 67, pages 464-474.
Crossref
Chuan Ding & Xinyu Cao. (2019) How does the built environment at residential and work locations affect car ownership? An application of cross-classified multilevel model. Journal of Transport Geography 75, pages 37-45.
Crossref
Fatemeh Nazari, Abolfazl (Kouros) Mohammadian & Thomas Stephens. (2018) Dynamic Household Vehicle Decision Modeling Considering Plug-In Electric Vehicles. Transportation Research Record: Journal of the Transportation Research Board 2672:49, pages 91-100.
Crossref
Jie Ma, Xin Ye & Cheng Shi. (2018) Development of Multivariate Ordered Probit Model to Understand Household Vehicle Ownership Behavior in Xiaoshan District of Hangzhou, China. Sustainability 10:10, pages 3660.
Crossref
Khandker Nurul Habib, Adam Weiss & Sami Hasnine. (2018) On the heterogeneity and substitution patterns in mobility tool ownership choices of post-secondary students: The case of Toronto. Transportation Research Part A: Policy and Practice 116, pages 650-665.
Crossref
Sung Hoo Kim & Patricia L. Mokhtarian. (2018) Taste heterogeneity as an alternative form of endogeneity bias: Investigating the attitude-moderated effects of built environment and socio-demographics on vehicle ownership using latent class modeling. Transportation Research Part A: Policy and Practice 116, pages 130-150.
Crossref
Chun Yin & Bindong Sun. (2018) Disentangling the effects of the built environment on car ownership: A multi-level analysis of Chinese cities. Cities 74, pages 188-195.
Crossref
Anna Alberini, Markus Bareit, Massimo Filippini & Adan L. Martinez-Cruz. (2018) The impact of emissions-based taxes on the retirement of used and inefficient vehicles: The case of Switzerland. Journal of Environmental Economics and Management 88, pages 234-258.
Crossref
Anna Fernández-Antolín, Matthieu de Lapparent & Michel Bierlaire. (2017) Modeling purchases of new cars: an analysis of the 2014 French market. Theory and Decision 84:2, pages 277-303.
Crossref
Henrik Becker, Allister Loder, Basil Schmid & Kay W. Axhausen. (2017) Modeling car-sharing membership as a mobility tool: A multivariate Probit approach with latent variables. Travel Behaviour and Society 8, pages 26-36.
Crossref
Bindong Sun, Tinglin Zhang, Zhou He & Rui Wang. (2015) URBAN SPATIAL STRUCTURE AND MOTORIZATION IN CHINA. Journal of Regional Science 57:3, pages 470-486.
Crossref
Stephen D. Clark & Sergio Rey. (2017) Temporal dynamics in local vehicle ownership for Great Britain. Journal of Transport Geography 62, pages 30-37.
Crossref
Michiyuki Yagi & Shunsuke Managi. (2016) Demographic determinants of car ownership in Japan. Transport Policy 50, pages 37-53.
Crossref
Ben Clark, Kiron Chatterjee & Steve Melia. (2015) Changes in level of household car ownership: the role of life events and spatial context. Transportation 43:4, pages 565-599.
Crossref
Sabreena Anowar, Naveen Eluru & Luis F. Miranda-Moreno. (2015) Analysis of vehicle ownership evolution in Montreal, Canada using pseudo panel analysis. Transportation 43:3, pages 531-548.
Crossref
Guangzheng Yao, Hongwei Guo, Chunyan Li & Hairui Sun. (2016) Analyzing the elements related to parking demand: An empirical study in Beijing. Advances in Mechanical Engineering 8:4, pages 168781401664506.
Crossref
Hajime Seya, Kumiko Nakamichi & Yoshiki Yamagata. (2016) The residential parking rent price elasticity of car ownership in Japan. Transportation Research Part A: Policy and Practice 85, pages 123-134.
Crossref
You-Lian Chu. (2016) Automobile Ownership Model That Incorporates Captivity and Proximate Covariance. Transportation Research Record: Journal of the Transportation Research Board 2563:1, pages 80-87.
Crossref
Rajesh Paleti. (2015) Implicit choice set generation in discrete choice models: Application to household auto ownership decisions. Transportation Research Part B: Methodological 80, pages 132-149.
Crossref
Sabreena Anowar, Naveen Eluru, Luis F. Miranda-Moreno & Martin Lee-Gosselin. (2015) Joint Econometric Analysis of Temporal and Spatial Flexibility of Activities, Vehicle Type Choice, and Primary Driver Selection. Transportation Research Record: Journal of the Transportation Research Board 2495, pages 32-41.
Crossref
Bertho AugustinAbdul R. PinjariNaveen EluruRam M. Pendyala. (2018) Estimation of Annual Mileage Budgets for a Multiple Discrete-Continuous Choice Model of Household Vehicle Ownership and Utilization. Transportation Research Record: Journal of the Transportation Research Board 2493:1, pages 126-135.
Crossref
Jaime (Ricky) AngueiraAhmadreza Faghih-ImaniAnnesha EnamKarthik C. KonduriNaveen Eluru. (2018) Exploration of Short-Term Vehicle Utilization Choices in Households with Multiple Vehicle Types. Transportation Research Record: Journal of the Transportation Research Board 2493:1, pages 39-47.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.