{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T10:08:41Z","timestamp":1776074921768,"version":"3.50.1"},"reference-count":114,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2019,4,24]],"date-time":"2019-04-24T00:00:00Z","timestamp":1556064000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004505","name":"Universit\u00e0 di Catania","doi-asserted-by":"publisher","award":["no grant number available"],"award-info":[{"award-number":["no grant number available"]}],"id":[{"id":"10.13039\/501100004505","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJGI"],"abstract":"<jats:p>Transport decision-making problems are typically spatially based and involve a set of feasible alternatives with multiple evaluation criteria. Besides, transport decisions affect citizens\u2019 quality of life, as well as specific interests of general stakeholders (e.g., transport companies), thus needing a participatory approach to decision-making. Geographic Information Systems (GIS) have the ability to visualize spatial data and represent the impact of location based transport alternatives, thus helping experts to conduct robust assessments. Moreover, with the recent diffusion of Volunteered Geographic Information (VGI) and development of Public Participatory GIS (PPGIS) platforms, the process can be enhanced thanks to the collection of a large amount of updated spatial data and the achievement of an active community participation. In this study, we provide an overview based on a structured literature review of the use of VGI and PPGIS in transport studies, exploring the fields of application, role played by GIS, level of public involvement and decision stage at which they are applied. From the overview\u2019s results, we propose a general framework for the evaluation of transport alternatives using GIS from a multiple stakeholder point of view; the main conclusion is the usefulness of the integration between Public Participation, GIS and quantitative evaluation methods, in particular Multi Criteria Decision Analysis, in order to foster technically sound and shared decisions.<\/jats:p>","DOI":"10.3390\/ijgi8040198","type":"journal-article","created":{"date-parts":[[2019,4,25]],"date-time":"2019-04-25T03:02:59Z","timestamp":1556161379000},"page":"198","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":44,"title":["Mapping with Stakeholders: An Overview of Public Participatory GIS and VGI in Transport Decision-Making"],"prefix":"10.3390","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4446-8292","authenticated-orcid":false,"given":"Nadia","family":"Giuffrida","sequence":"first","affiliation":[{"name":"Department of Civil Engineering and Architecture, University of Catania, 95125 Catania, Italy"}]},{"given":"Michela","family":"Le Pira","sequence":"additional","affiliation":[{"name":"Department of Civil Engineering and Architecture, University of Catania, 95125 Catania, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4753-6465","authenticated-orcid":false,"given":"Giuseppe","family":"Inturri","sequence":"additional","affiliation":[{"name":"Department of Electrical Electronic and Computer Engineering, University of Catania, 95125 Catania, Italy"}]},{"given":"Matteo","family":"Ignaccolo","sequence":"additional","affiliation":[{"name":"Department of Civil Engineering and Architecture, University of Catania, 95125 Catania, Italy"}]}],"member":"1968","published-online":{"date-parts":[[2019,4,24]]},"reference":[{"key":"ref_1","unstructured":"EC\u2014European Commission (2011). Roadmap to a Single European Transport Area-Towards a Competitive and Resource Efficient Transport System. White Paper, Communication, EC."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.trd.2015.08.005","article-title":"Green walking networks for climate change adaptation","volume":"45","author":"Ignaccolo","year":"2016","journal-title":"Transp. Res. Part D"},{"key":"ref_3","unstructured":"Le Pira, M. (2015). Towards Participatory Decision-Making Processes in Transport Planning: An Agent-Based Approach. [Ph.D. Thesis, University of Catania]. Available online: http:\/\/dspace.unict.it\/handle\/10761\/3934."},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Greco, S., Figueira, J., and Ehrgott, M. (2016). Multiple Criteria Decision Analysis, Springer.","DOI":"10.1007\/978-1-4939-3094-4"},{"key":"ref_5","unstructured":"Hoksing, J., Mudu, P., and Dora, C. (2011). Health Co-Benefits of Climate Change Mitigation\u2014Transport Sector, World Health Organization."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Zak, J., Hadas, Y., and Rossi, R. (2018). Dealing with the complexity of stakeholder interaction in participatory transport planning. Advanced Concepts, Methodologies and Technologies for Transportation and Logistics, Springer International Publishing. (AISC, volume 572).","DOI":"10.1007\/978-3-319-57105-8"},{"key":"ref_7","first-page":"15","article-title":"Transport planning with stakeholders: An agent-based modelling approach","volume":"45","year":"2018","journal-title":"Int. J. Transp. Econ."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"491","DOI":"10.1111\/j.1467-8306.2006.00702.x","article-title":"Public participation geographic information systems: A literature review and framework","volume":"96","author":"Sieber","year":"2006","journal-title":"Ann. Assoc. Am. Geogr."},{"key":"ref_9","first-page":"65","article-title":"The evolution of public participation in GIS","volume":"25","author":"Obermeyer","year":"1998","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_10","unstructured":"Schroeder, P. (2006, January 29). Criteria for the Design of a GIS\/2. Available online: http:\/\/www.spatial.maine.edu\/~schroedr\/ppgis\/criteria.html."},{"key":"ref_11","unstructured":"Kingston, R., and Smith, R.S. (2019, April 23). Who Are the Public and What Are They Participating in?. Available online: http:\/\/www.ppgis.manchester.ac.uk\/downloads\/WUN_GISc_PPGIS_Seminar.pdf."},{"key":"ref_12","unstructured":"Plewe, B. (1997). GIS Online: Information Retrieval, Mapping, and the Internet, OnWord Press."},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Green, D., and Bossomaier, T. (2002). Online GIS and Spatial Metadata, Taylor & Francis.","DOI":"10.4324\/9780203306055"},{"key":"ref_14","unstructured":"Peng, Z.R., and Tsou, M.H. (2003). Internet GIS: Distributed Geographic Information Services for the Internet and Wireless Networks, John Wiley & Sons."},{"key":"ref_15","first-page":"95","article-title":"The roles of geography markup language, scalable vector graphics, and web feature service specifications in the development of internet geographic information systems","volume":"6","author":"Peng","year":"2003","journal-title":"J. Geogr. Syst."},{"key":"ref_16","unstructured":"Thill, J.C. (1999). Developing Web-based GIS\/MCE: Improving access to data and spatial decision support tools. Spatial Multicriteria Decision-Making and Analysis, Ashgate."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Stillwell, J., Geertman, S., and Openshaw, S. (1999). Using GIS on the Internet for planning. Geographical Information and Planning, Springer.","DOI":"10.1007\/978-3-662-03954-0"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1007\/s10109-004-0133-4","article-title":"The potential of web-based GIS","volume":"6","year":"2004","journal-title":"J. Geogr. Syst."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1007\/s10109-004-0130-7","article-title":"A web GIS collaborative framework to structure and manage distributed planning processes","volume":"6","author":"Balram","year":"2004","journal-title":"J. Geogr. Syst."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"187","DOI":"10.3138\/J0L0-5301-2262-N779","article-title":"A beast in the field: The Google Maps mashup as GIS\/2","volume":"41","author":"Miller","year":"2006","journal-title":"Cartographica"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Biazzo, I., Monechi, B., and Loreto, V. (2018). Universal scores for accessibility and inequalities in urban areas. arXiv.","DOI":"10.1098\/rsos.190979"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/j.sbspro.2013.10.597","article-title":"Public engagement for planning and designing transportation systems","volume":"87","author":"Cascetta","year":"2013","journal-title":"Pro. Soc. Behav. Sci."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"230","DOI":"10.1016\/j.cstp.2016.06.002","article-title":"Modelling stakeholder participation in transport planning","volume":"4","author":"Ignaccolo","year":"2016","journal-title":"Case Stud. Transp. Policy"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1007\/s10708-007-9111-y","article-title":"Citizens as sensors: the world of volunteered geography","volume":"69","author":"Goodchild","year":"2007","journal-title":"GeoJournal"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"308","DOI":"10.1080\/00087041.2016.1227552","article-title":"A shared perspective for PGIS and VGI","volume":"53","author":"Verplanke","year":"2016","journal-title":"Cartogr. J."},{"key":"ref_26","unstructured":"Institute for Local Government (2019, April 23). A Local Official\u2019s Guide to Online Public Engagement. Available online: https:\/\/www.ca-ilg.org\/sites\/main\/files\/file-attachments\/a_local_officials_guide_to_online_public_engagement_0.pdf."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1016\/S0968-090X(98)00002-3","article-title":"Group-based geographic information systems for transportation improvement site selection","volume":"5","author":"Nyerges","year":"1997","journal-title":"Transp. Res. Part C Emerg. Technol."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1016\/j.apgeog.2012.11.012","article-title":"Served or unserved? A site suitability analysis of social services in Atlanta, Georgia using geographic Information systems","volume":"38","author":"Case","year":"2013","journal-title":"Appl. Geogr."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1016\/j.landurbplan.2015.08.004","article-title":"Comparing conventional and PPGIS approaches in measuring equality of access to urban aquatic environments","volume":"144","author":"Laatikainen","year":"2015","journal-title":"Landsc. Urban Plan."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"150","DOI":"10.1016\/j.tra.2017.03.015","article-title":"Mapping transit accessibility: Possibilities for public participation","volume":"104","author":"Stewart","year":"2017","journal-title":"Transp. Res. Part A Policy Pract."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Oloo, F. (2018). Mapping rural road networks from Global Positioning System (GPS) trajectories of motorcycle taxis in Sigomre area, Siaya County, Kenya. ISPRS Int. J. Geoinf., 7.","DOI":"10.3390\/ijgi7080309"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Gil, J. (2015). Building a multimodal urban network model using openstreetmap data for the analysis of sustainable accessibility. OpenStreetMap in GIScience, Springer.","DOI":"10.1007\/978-3-319-14280-7_12"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/j.trc.2014.10.007","article-title":"Evaluating a concept design of a crowd-sourced \u2018mashup\u2019 providing ease-of-access information for people with limited mobility","volume":"49","author":"May","year":"2014","journal-title":"Transp. Res. Part C Emerg. Technol."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Kotzinos, D., Laurent, D., Petit, J.M., Spyratos, N., and Tanaka, Y. (2017). Estimating road surface condition using crowdsourcing. Information Search, Integration, and Personlization, Springer.","DOI":"10.1007\/978-3-319-68282-2"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"434","DOI":"10.1016\/j.trc.2016.08.016","article-title":"Crowdsourcing mobility insights\u2014Reflection of attitude based segments on high resolution mobility behaviour data","volume":"71","author":"Semanjski","year":"2016","journal-title":"Transp. Res. Part C Emerg. Technol."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1016\/j.compenvurbsys.2014.07.011","article-title":"Urban sensing: Using smartphones for transportation mode classification","volume":"53","author":"Shin","year":"2015","journal-title":"Comput. Environ. Urban Syst."},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Gu, W., Jin, M., Zhou, Z., Spanos, C.J., and Zhang, L. (December, January 28). Metroeye: Smart tracking your metro trips underground. Proceedings of the 13th International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (ACM, 2016), Hiroshima, Japan.","DOI":"10.1145\/2994374.2994381"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"24466","DOI":"10.3390\/s150924466","article-title":"Techniques for updating pedestrian network data including facilities and obstructions information for transportation of vulnerable people","volume":"15","author":"Park","year":"2015","journal-title":"Sensors"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1016\/j.jth.2014.12.001","article-title":"Where does bicycling for health happen? Analysing volunteered geographic information through place and plexus","volume":"2","author":"Griffin","year":"2015","journal-title":"J. Transp. Health"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Laatikainen, T.E., Haybatollahi, M., and Kytt\u00e4, M. (2019). Environmental, individual and personal goal influences on older adults\u2019 walking in the helsinki metropolitan area. Int. J. Environ. Res. Public Health, 16.","DOI":"10.3390\/ijerph16010058"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1016\/j.jtrangeo.2018.11.012","article-title":"Residential dissonance and walking for transport","volume":"74","author":"Kajosaari","year":"2019","journal-title":"J. Transp. Geogr."},{"key":"ref_42","first-page":"816","article-title":"Investigating the correlation between transportation social need and accessibility: The case of Catania","volume":"27","author":"Giuffrida","year":"2017","journal-title":"Transp. Res. Proc."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Giuffrida, N., Inturri, G., Capr\u00ec, S., Spica, S., and Ignaccolo, M. (2017, January 10\u201312). The impact of a bus rapid transit line on spatial accessibility and transport equity: The case of Catania. Transport Infrastructure and Systems. Proceedings of the AIIT International Congress on Transport Infrastructure and Systems, TIS 2017, Rome, Italy.","DOI":"10.1201\/9781315281896-97"},{"key":"ref_44","unstructured":"Ignaccolo, M., Inturri, G., Giuffrida, N., and Torrisi, V. (2016, January 24\u201325). Public transport accessibility and social exclusion: Making the connections. Proceedings of the International Conference on Traffic and Transport Engineering (ICTTE), Belgrade, Serbia."},{"key":"ref_45","first-page":"3273","article-title":"Influence of accessibility, land use and transport policies on the transport energy dependence of a city","volume":"25","author":"Inturri","year":"2017","journal-title":"Transp. Res. Proc."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Mirri, S., Prandi, C., Salomoni, P., Callegati, F., and Campi, A. (2014, January 10\u201312). On combining crowdsourcing, sensing and open data for an accessible smart city. Proceedings of the 8th International Conference on Next Generation Mobile Apps, Services and Technologies, NGMAST 2014, Oxford, UK.","DOI":"10.1109\/NGMAST.2014.59"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1007\/s12544-017-0245-9","article-title":"Smart urban freight planning process: Integrating desk, living lab and modelling approaches in decision-making","volume":"9","author":"Gatta","year":"2017","journal-title":"Eur. Transp. Res. Rev."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Marcucci, E., Le Pira, M., Carrocci, C.S., Gatta, V., and Pieralice, E. (2017, January 26\u201328). Connected shared mobility for passengers and freight: Investigating the potential of crowdshipping in urban areas. Proceedings of the 5th IEEE International Conference on Models and Technologies for Intelligent Transportation Systems, MT-ITS 2017, Naples, Italy.","DOI":"10.1109\/MTITS.2017.8005629"},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Gatta, V., Marcucci, E., Nigro, M., Patella, S., and Serafini, S. (2019). Public transport-based crowdshipping for sustainable city logistics: Assessing economic and environmental impacts. Sustainability, 11.","DOI":"10.3390\/su11010145"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1016\/j.apgeog.2017.07.002","article-title":"Utilising volunteered geographic information to assess resident\u2019s flood evacuation shelters. Case study: Jakarta","volume":"88","author":"Kusumo","year":"2017","journal-title":"Appl. Geogr."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1080\/13658816.2013.830728","article-title":"Geometric-based approach for integrating VGI POIs and road networks","volume":"28","author":"Yang","year":"2014","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"1512","DOI":"10.3390\/ijgi4031512","article-title":"Investigation of travel and activity patterns using location-based social network data: A case study of active mobile social media users","volume":"4","author":"Sun","year":"2015","journal-title":"ISPRS Int. J. Geoinf."},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Sun, Y., and Mobasheri, A. (2017). Utilizing crowdsourced data for studies of cycling and air pollution exposure: A case study using strava data. Int. J. Environ. Res. Public Health, 14.","DOI":"10.3390\/ijerph14030274"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1016\/j.jtrangeo.2018.11.018","article-title":"Visualising where commuting cyclists travel using crowdsourced data","volume":"74","author":"McArthur","year":"2019","journal-title":"J. Transp. Geogr."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.jth.2017.06.004","article-title":"Exploiting crowdsourced geographic information and GIS for assessment of air pollution exposure during active travel","volume":"6","author":"Sun","year":"2017","journal-title":"J. Transp. Health"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1016\/j.jtrangeo.2016.03.006","article-title":"Mapping ridership using crowdsourced cycling data","volume":"52","author":"Jestico","year":"2016","journal-title":"J. Transp. Geogr."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"1","DOI":"10.17645\/up.v3i1.1209","article-title":"Crowdsourced quantification and visualization of urban mobility space inequality","volume":"3","author":"Szell","year":"2018","journal-title":"Urban Plan."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1321","DOI":"10.1111\/tgis.12280","article-title":"Extracting spatial patterns in bicycle routes from crowdsourced data","volume":"21","author":"Sultan","year":"2017","journal-title":"Trans. GIS"},{"key":"ref_59","first-page":"813","article-title":"Large scale pedestrian evacuation modeling framework using volunteered geographical information","volume":"2","author":"Kunwar","year":"2014","journal-title":"Transp. Res. Proc."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Novack, T., Wang, Z., and Zipf, A. (2018). A system for generating customized pleasant pedestrian routes based on OpenStreetMap data. Sensors, 18.","DOI":"10.3390\/s18113794"},{"key":"ref_61","unstructured":"Hull, A. (2011). SoftGIS methods in planning evaluation. Evaluation for Participatory and Sustainable Planning, Routledge."},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Geertman, S., and Stillwell, J. (2009). SoftGIS method as a bridge builder in collaborative urban planning. Planning Support Systems: Best Practices and New Methods, Springer.","DOI":"10.1007\/978-1-4020-8952-7"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"706","DOI":"10.1016\/j.jenvman.2016.12.026","article-title":"Identifying conflict potential in a coastal and marine environment using participatory mapping","volume":"197","author":"Moore","year":"2017","journal-title":"J. Environ. Manag."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/j.marpol.2016.07.011","article-title":"Marine spatial planning for the future: Using Public Participation GIS (PPGIS) to inform the human dimension for large marine parks","volume":"73","author":"Kobryn","year":"2016","journal-title":"Mar. Policy"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/j.apgeog.2015.12.004","article-title":"Stakeholder analysis for marine conservation planning using public participation GIS","volume":"67","author":"Brown","year":"2016","journal-title":"Appl. Geogr."},{"key":"ref_66","first-page":"500","article-title":"Combining analytic hierarchy process (AHP) with role-playing games for stakeholder engagement in complex transport decisions","volume":"27","author":"Ignaccolo","year":"2017","journal-title":"Transp. Res. Proc."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"596","DOI":"10.1016\/j.sbspro.2014.01.093","article-title":"Planning local public transport: A visual support to decision-making","volume":"111","author":"Pensa","year":"2014","journal-title":"Proc. Soc. Behav. Sci."},{"key":"ref_68","unstructured":"Cascetta, E. (1998). Teoria e Metodi dell\u2019Ingegneria dei Sistemi di Trasporto, UTET."},{"key":"ref_69","first-page":"53","article-title":"Planning and designing transport infrastructures for sustainability: The great project NAPLEST","volume":"45","author":"Pagliara","year":"2017","journal-title":"Period. Polytech. Transp. Eng."},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Verma, R., Ghosh, S., Shrivastava, A., Ganguly, N., Mitra, B., and Chakraborty, S. (November, January 31). Unsupervised annotated city traffic map generation. Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, SIGSPATIAL 2016, San Francisco, CA, USA.","DOI":"10.1145\/2996913.2996942"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"422","DOI":"10.1080\/15230406.2016.1192486","article-title":"Crowdsourcing a cyclist perspective on suggested recreational paths in real-world networks","volume":"44","author":"Baker","year":"2017","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Tafidis, P., Teixeira, J., Bahmankhah, B., Macedo, E., Coelho, M.C., and Bandeira, J. (2017, January 6\u20139). Exploring crowdsourcing information to predict traffic-related impacts. Proceedings of the 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe, EEEIC\/I&CPS Europe, Milan, Italy.","DOI":"10.1109\/EEEIC.2017.7977595"},{"key":"ref_73","unstructured":"Rohit, V. (2017, January 4\u20138). CrowdMap: Crowdsourcing based city traffic map generation. Proceedings of the 9th International Conference on Communication Systems and Networks, COMSNETS 2017, Bengaluru, India."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"2486","DOI":"10.1080\/13658816.2016.1181265","article-title":"Analysis of behaviour of vehicles using VGI data","volume":"30","year":"2016","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"450","DOI":"10.1016\/j.trb.2016.08.005","article-title":"Dynamic collective routing using crowdsourcing data","volume":"93","author":"Liu","year":"2016","journal-title":"Transp. Res. Part B Method."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.trc.2017.09.016","article-title":"Open PFLOW: Creation and evaluation of an open dataset for typical people mass movement in urban areas","volume":"85","author":"Kashiyama","year":"2017","journal-title":"Transp. Res. Part C Emerg. Technol."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"626","DOI":"10.1108\/JKM-02-2015-0053","article-title":"Crowdsourcing information for knowledge-based design of routes for unscheduled public transport trips","volume":"19","author":"Cairo","year":"2015","journal-title":"J. Knowl. Manag."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/j.cities.2016.11.005","article-title":"Emotional mapping and its participatory potential: Opinions about cycling conditions in Reykjav\u00edk, Iceland","volume":"61","author":"Benediktsson","year":"2017","journal-title":"Cities"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"438","DOI":"10.1016\/j.apgeog.2014.06.028","article-title":"Do suburban residents prefer the fastest or low-carbon travel modes? Combining public participation GIS and multimodal travel time analysis for daily mobility research","volume":"53","author":"Salonen","year":"2014","journal-title":"Appl. Geogr."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1016\/j.jtrangeo.2018.02.008","article-title":"Urban structural and socioeconomic effects on local, national and international travel patterns and greenhouse gas emissions of young adults","volume":"68","author":"Czepkiewicz","year":"2018","journal-title":"J. Transp. Geogr."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.apgeog.2016.12.006","article-title":"PPGIS approach for defining multimodal travel thresholds: Accessibility of popular recreation environments by the water","volume":"79","author":"Laatikainen","year":"2017","journal-title":"Appl. Geogr."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.apgeog.2018.02.009","article-title":"Assessing urban connectivity using volunteered mobile phone GPS locations","volume":"93","author":"Galpern","year":"2018","journal-title":"Appl. Geogr."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"945","DOI":"10.1109\/TMC.2017.2743176","article-title":"Smartphone sensing meets transport data: A collaborative framework for transportation service analytics","volume":"17","author":"Lu","year":"2018","journal-title":"IEEE Trans. Mob. Comput."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"214","DOI":"10.1080\/00140139.2017.1349939","article-title":"The design of civic technology: Factors that influence public participation and impact","volume":"61","author":"May","year":"2018","journal-title":"Ergonomics"},{"key":"ref_85","doi-asserted-by":"crossref","unstructured":"Sandheep, S., Harry, J., Harikumar, A., and Vinitha Panicker, J.V. (2017, January 21\u201323). BusTimer: An android based application for generating bus schedules using crowdsourcing. Proceedings of the 2017 International Conference on Technological Advancements in Power and Energy, TAP Energy, Coimbatore, India.","DOI":"10.1109\/TAPENERGY.2017.8397270"},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"4165","DOI":"10.1109\/JSEN.2014.2359876","article-title":"UrbanMobilitySense: A user-centric participatory sensing system for transportation activity surveys","volume":"14","author":"Wu","year":"2014","journal-title":"IEEE Sens. J."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1016\/j.tbs.2018.09.005","article-title":"From location tracking to personalized eco-feedback: A framework for geographic information collection, processing and visualization to promote sustainable mobility behaviors","volume":"14","author":"Bucher","year":"2019","journal-title":"Travel Behav. Soc."},{"key":"ref_88","doi-asserted-by":"crossref","unstructured":"Baloian, N., Frez, J., Pino, J.A., and Zurita, G. (2015). Efficient planning of urban public transportation networks. International Conference on Ubiquitous Computing and Ambient Intelligence, Springer.","DOI":"10.1007\/978-3-319-26401-1_41"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1016\/j.apgeog.2017.09.007","article-title":"Geographic age and gender representation in volunteered cycling safety data: A case study of BikeMaps.org","volume":"88","author":"Ferster","year":"2017","journal-title":"Appl. Geogr."},{"key":"ref_90","doi-asserted-by":"crossref","unstructured":"Sun, Y., Du, Y., Wang, Y., and Zhuang, L. (2017). Examining associations of environmental characteristics with recreational cycling behaviour by street-level Strava data. Int. J. Environ. Res. Public Health, 14.","DOI":"10.3390\/ijerph14060644"},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1016\/j.jairtraman.2017.07.005","article-title":"PPGIS as an urban planning tool around airports","volume":"69","year":"2018","journal-title":"J. Air Transp.Manag."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"769","DOI":"10.1016\/j.trd.2018.07.009","article-title":"Visualizing aviation impacts: Modeling current and future flight trajectories with publicly available flight data","volume":"63","author":"Li","year":"2018","journal-title":"Transp. Res. Part D Transp. Environ."},{"key":"ref_93","doi-asserted-by":"crossref","unstructured":"Dienstl, B., and Scholz, J. (2019). A concept for smart transportation user-feedback utilizing volunteered geoinformation approaches. Adv. Intell. Syst. Comput., 879.","DOI":"10.1007\/978-3-030-02305-8_65"},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"2156","DOI":"10.3390\/su9112156","article-title":"Circuity characteristics of urban travel based on GPS data: A case study of Guangzhou","volume":"9","author":"Cao","year":"2017","journal-title":"Sustainability"},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"425","DOI":"10.5194\/isprsarchives-XL-1-W3-425-2013","article-title":"VGI based urban public transport","volume":"XL-1\/W3","author":"Teymurian","year":"2013","journal-title":"Int. Arch. Photogram. Remote Sens. Spat. Inf. Sci. ISPRS Arch."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/j.landurbplan.2016.04.001","article-title":"Where do networks really work? The effects of the Shenzhen greenway network on supporting physical activities","volume":"152","author":"Liu","year":"2016","journal-title":"Lands. Urban Plan."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"488","DOI":"10.4113\/jom.2010.1086","article-title":"Roads to participatory planning: integrating cognitive mapping and GIS for transport prioritization in rural Lesotho","volume":"6","author":"Vajjhala","year":"2010","journal-title":"J. Maps"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1080\/10095020.2017.1374703","article-title":"A cross-analysis framework for multi-source volunteered, crowdsourced, and authoritative geographic information: The case study of volunteered personal traces analysis against transport network data","volume":"21","author":"Bordogna","year":"2018","journal-title":"Geosp. Inf. Sci."},{"key":"ref_99","first-page":"634","article-title":"Towards a collaborative geographical information system to support collective decision making for urban logistics initiative","volume":"12","author":"Guerlain","year":"2016","journal-title":"Transp. Res. Proc."},{"key":"ref_100","doi-asserted-by":"crossref","unstructured":"Bakillah, M., Liang, S.H.L., and Zipf, A. (2012, January 6\u20139). Toward coupling sensor data and volunteered geographic information (VGI) with agent-based transport simulation in the context of smart cities. Proceedings of the ACM International Symposium on Advances in Geographic Information Systems, Redondo Beach, CA, USA.","DOI":"10.1145\/2451716.2451719"},{"key":"ref_101","doi-asserted-by":"crossref","unstructured":"Singla, A., Santoni, M., Bart\u00f3k, G., Mukerji, P., Meenen, M., and Krause, A. (2015, January 25\u201330). Incentivizing users for balancing bike sharing systems. Proceedings of the 29th AAAI Conference on Artificial Intelligence, Austin, TX, USA.","DOI":"10.1609\/aaai.v29i1.9251"},{"key":"ref_102","doi-asserted-by":"crossref","unstructured":"Tomaras, D. (2018, January 19\u201323). Crowdsourcing techniques for smart urban mobility. Proceedings of the 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops, 2018), Athens, Greece.","DOI":"10.1109\/PERCOMW.2018.8480244"},{"key":"ref_103","doi-asserted-by":"crossref","unstructured":"Gavalas, D., Giannakopoulou, K., Kasapakis, V., Kehagias, D., Konstantopoulos, C., Kontogiannis, S., Kypriadis, D., Pantziou, G., Paraskevopoulos, A., and Zaroliagis, C. (2018, January 25\u201328). Renewable mobility in smart cities: Cloud-based services. Proceedings of the 2018 IEEE Symposium on Computers and Communications (ISCC, 2018), Natal, Brazil.","DOI":"10.1109\/ISCC.2018.8538479"},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"6","DOI":"10.17645\/up.v1i4.612","article-title":"The potential of volunteered geographic information (VGI) in future transport systems","volume":"1","author":"Attard","year":"2016","journal-title":"Urban Plan."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"258","DOI":"10.1559\/15230406382258","article-title":"Volunteered geographic information: A bicycling enthusiast perspective","volume":"38","author":"Kessler","year":"2011","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"226","DOI":"10.1016\/j.eiar.2010.11.001","article-title":"Comparative analysis of evaluation techniques for transport policies","volume":"31","author":"Browne","year":"2011","journal-title":"Environ. Impact Assess. Rev."},{"key":"ref_107","first-page":"3729","article-title":"Modelling consensus building in Delphi practices for participated transport planning","volume":"25","author":"Inturri","year":"2017","journal-title":"Transp. Res. Proc."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1002\/atr.5670430206","article-title":"The multi-actor, multi-criteria analysis methodology (MAMCA) for the evaluation of transport projects: Theory and practice","volume":"43","author":"Macharis","year":"2009","journal-title":"J. Adv. Transp."},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"703","DOI":"10.1080\/13658810600661508","article-title":"GIS-based multicriteria decision analysis: A survey of the literature","volume":"20","author":"Malczewski","year":"2006","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_110","unstructured":"Malczewski, J. (1999). GIS and Multicriteria Decision Analysis, Wiley."},{"key":"ref_111","unstructured":"Giuffrida, N. (2018). A Public Participatory GIS and Multi Criteria Decision Analysis framework for the Evaluation of Transport Scenarios. [Ph.D. Thesis, University of Catania]. Available online: http:\/\/hdl.handle.net\/10761\/3897."},{"key":"ref_112","doi-asserted-by":"crossref","unstructured":"Gatta, V., Marcucci, E., Delle Site, P., Le Pira, M., and Carrocci, C.S. (2019). Planning with stakeholders: Analysing alternative off-hour delivery solutions via an interactive multi-criteria approach. Res. Transp. Econ.","DOI":"10.1016\/j.retrec.2018.12.004"},{"key":"ref_113","doi-asserted-by":"crossref","unstructured":"Ishizaka, A., and Nemery, P. (2013). Multi-Criteria Decision Analysis. Methods and Software, Wiley.","DOI":"10.1002\/9781118644898"},{"key":"ref_114","doi-asserted-by":"crossref","unstructured":"Foody, G., See, L., Fritz, S., Mooney, P., Olteanu-Raimond, A.-M., Fonte, C.C., and Antoniou, V. (2017). Assessing VGI Data Quality. Mapping and the Citizen Sensor, Ubiquity Press.","DOI":"10.5334\/bbf.g"}],"container-title":["ISPRS International Journal of Geo-Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2220-9964\/8\/4\/198\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T12:46:54Z","timestamp":1760186814000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2220-9964\/8\/4\/198"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,4,24]]},"references-count":114,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2019,4]]}},"alternative-id":["ijgi8040198"],"URL":"https:\/\/doi.org\/10.3390\/ijgi8040198","relation":{},"ISSN":["2220-9964"],"issn-type":[{"value":"2220-9964","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,4,24]]}}}