{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,9]],"date-time":"2026-07-09T04:59:43Z","timestamp":1783573183529,"version":"3.55.0"},"reference-count":115,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2024,9,20]],"date-time":"2024-09-20T00:00:00Z","timestamp":1726790400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"EU\u2019s NextGenerationEU instrument through the National Recovery and Resilience Plan of Romania\u2014Pillar","award":["III-C9-I8"],"award-info":[{"award-number":["III-C9-I8"]}]},{"name":"EU\u2019s NextGenerationEU instrument through the National Recovery and Resilience Plan of Romania\u2014Pillar","award":["760045\/23.05.2023"],"award-info":[{"award-number":["760045\/23.05.2023"]}]},{"name":"EU\u2019s NextGenerationEU instrument through the National Recovery and Resilience Plan of Romania\u2014Pillar","award":["CF 275\/30.11.2022"],"award-info":[{"award-number":["CF 275\/30.11.2022"]}]},{"DOI":"10.13039\/501100005802","name":"Ministry of Research, Innovation and Digitization","doi-asserted-by":"publisher","award":["III-C9-I8"],"award-info":[{"award-number":["III-C9-I8"]}],"id":[{"id":"10.13039\/501100005802","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005802","name":"Ministry of Research, Innovation and Digitization","doi-asserted-by":"publisher","award":["760045\/23.05.2023"],"award-info":[{"award-number":["760045\/23.05.2023"]}],"id":[{"id":"10.13039\/501100005802","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005802","name":"Ministry of Research, Innovation and Digitization","doi-asserted-by":"publisher","award":["CF 275\/30.11.2022"],"award-info":[{"award-number":["CF 275\/30.11.2022"]}],"id":[{"id":"10.13039\/501100005802","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Bucharest University of Economic Studies","award":["III-C9-I8"],"award-info":[{"award-number":["III-C9-I8"]}]},{"name":"Bucharest University of Economic Studies","award":["760045\/23.05.2023"],"award-info":[{"award-number":["760045\/23.05.2023"]}]},{"name":"Bucharest University of Economic Studies","award":["CF 275\/30.11.2022"],"award-info":[{"award-number":["CF 275\/30.11.2022"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Algorithms"],"abstract":"<jats:p>This study aims to provide a comprehensive bibliometric analysis covering the common areas between artificial intelligence (AI) applications and research focused on local or regional contexts. The analysis covers the period between the year 2002 and the year 2023, utilizing data sourced from the Web of Science database. Employing the Bibliometrix package within RStudio and VOSviewer software, the study identifies a significant increase in AI-related publications, with an annual growth rate of 22.67%. Notably, key journals such as Remote Sensing, PLOS ONE, and Sustainability rank among the top contributing sources. From the perspective of prominent contributing affiliations, institutions like Duy Tan University, Ton Duc Thang University, and the Chinese Academy of Sciences emerge as leading contributors, with Vietnam, Portugal, and China being the countries with the highest citation counts. Furthermore, a word cloud analysis is able to highlight the recurring keywords, including \u201cmodel\u201d, \u201cclassification\u201d, \u201cprediction\u201d, \u201clogistic regression\u201d, \u201cinnovation\u201d, \u201cperformance\u201d, \u201crandom forest\u201d, \u201cimpact\u201d, \u201cmachine learning\u201d, \u201cartificial intelligence\u201d, and \u201cdeep learning\u201d. The co-occurrence network analysis reveals five clusters, amongst them being \u201cartificial neural network\u201d, \u201cregional development\u201d, \u201cclimate change\u201d, \u201cregional economy\u201d, \u201cmanagement\u201d, \u201ctechnology\u201d, \u201crisk\u201d, and \u201cfuzzy inference system\u201d. Our findings support the fact that AI is increasingly employed to address complex regional challenges, such as resource management and urban planning. AI applications, including machine learning algorithms and neural networks, have become essential for optimizing processes and decision-making at the local level. The study concludes with the fact that while AI holds vast potential for transforming local and regional research, ongoing international collaboration and the development of adaptable AI models are essential for maximizing the benefits of these technologies. Such efforts will ensure the effective implementation of AI in diverse contexts, thereby supporting sustainable regional development.<\/jats:p>","DOI":"10.3390\/a17090418","type":"journal-article","created":{"date-parts":[[2024,9,20]],"date-time":"2024-09-20T04:31:23Z","timestamp":1726806683000},"page":"418","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Mapping the Frontier: A Bibliometric Analysis of Artificial Intelligence Applications in Local and Regional Studies"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3589-1969","authenticated-orcid":false,"given":"Camelia","family":"Delcea","sequence":"first","affiliation":[{"name":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 0105552 Bucharest, Romania"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2118-3654","authenticated-orcid":false,"given":"Ionu\u021b","family":"Nica","sequence":"additional","affiliation":[{"name":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 0105552 Bucharest, Romania"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0469-3022","authenticated-orcid":false,"given":"\u0218tefan","family":"Ionescu","sequence":"additional","affiliation":[{"name":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 0105552 Bucharest, Romania"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-8597-7514","authenticated-orcid":false,"given":"Bianca","family":"Cibu","sequence":"additional","affiliation":[{"name":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 0105552 Bucharest, Romania"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hora\u021biu","family":"\u021aibrea","sequence":"additional","affiliation":[{"name":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 0105552 Bucharest, Romania"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2024,9,20]]},"reference":[{"key":"ref_1","unstructured":"Ascani, A., Crescenzi, R., and Iammarino, S. (2024, June 12). Regional Economic Development: A Review; Regional Economic Development: 2012. Available online: http:\/\/projects.mcrit.com\/foresightlibrary\/index.php\/key-concepts\/cooperation\/local-and-regional\/1236-regional-economic-development-a-review."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1177\/0309132508096031","article-title":"Population and Deforestation: Why Rural Migration Matters","volume":"33","author":"Carr","year":"2009","journal-title":"Prog. Hum. Geogr."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1016\/j.tics.2017.01.013","article-title":"Language Evolution: A Changing Perspective","volume":"21","author":"Corballis","year":"2017","journal-title":"Trends Cogn. Sci."},{"key":"ref_4","first-page":"55","article-title":"Regional Self-Government and Regional Governance in Greece and the EU: Developments, Concerns and Recommendations","volume":"03","author":"Skiadas","year":"2020","journal-title":"Int. J. Latest Res. Humanit. Soc. Sci. (IJLRHSS)"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/j.habitatint.2013.06.005","article-title":"Analysis of Sustainable Urban Development Approaches in China","volume":"41","author":"Liu","year":"2014","journal-title":"Habitat Int."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"362","DOI":"10.1016\/j.envpol.2007.06.012","article-title":"Human Health Effects of Air Pollution","volume":"151","author":"Kampa","year":"2008","journal-title":"Environ. Pollut."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1093\/jeg\/lby021","article-title":"Regional Inequality in Europe: Evidence, Theory and Policy Implications","volume":"19","author":"Iammarino","year":"2019","journal-title":"J. Econ. Geogr."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1007\/s11205-019-02208-7","article-title":"Measuring the Spatial Dimension of Regional Inequality: An Approach Based on the Gini Correlation Measure","volume":"148","author":"Panzera","year":"2020","journal-title":"Soc. Indic. Res."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Schiffer, M.B. (1982). 1\u2014Cultural Resources Management. Advances in Archaeological Method and Theory, Academic Press.","DOI":"10.1016\/B978-0-12-003105-4.50006-6"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1016\/j.ijsbe.2014.04.006","article-title":"Climate Change and Challenges of Water and Food Security","volume":"3","author":"Misra","year":"2014","journal-title":"Int. J. Sustain. Built Environ."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1579","DOI":"10.1080\/1369183X.2016.1162351","article-title":"The Global Economic Crisis as a Critical Juncture? The Crisis\u2019s Impact on Migration Movements and Policies in Europe and the U.S","volume":"42","author":"Roos","year":"2016","journal-title":"J. Ethn. Migr. Stud."},{"key":"ref_12","unstructured":"Ransbotham, S., Gerbert, P., Reeves, M., Kiron, D., and Spira, M. (MIT Sloan Management Review, 2018). Artificial Intelligence in Business Gets Real, MIT Sloan Management Review."},{"key":"ref_13","unstructured":"Davenport, T.H., and Ronanki, R. (2024, August 03). Artificial Intelligence for the Real World | Harvard Business Publishing Education. Available online: https:\/\/www.hbsp.harvard.edu\/product\/R1801H-PDF-ENG."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1631\/FITEE.1601885","article-title":"Applications of Artificial Intelligence in Intelligent Manufacturing: A Review","volume":"18","author":"Li","year":"2017","journal-title":"Front. Inf. Technol. Electron. Eng."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1016\/j.jbusres.2019.01.044","article-title":"Big Data Analytics and Firm Performance: Findings from a Mixed-Method Approach","volume":"98","author":"Mikalef","year":"2019","journal-title":"J. Bus. Res."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"368","DOI":"10.1016\/j.giq.2018.09.008","article-title":"Mapping the Challenges of Artificial Intelligence in the Public Sector: Evidence from Public Healthcare","volume":"36","author":"Sun","year":"2019","journal-title":"Gov. Inf. Q."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1709","DOI":"10.1007\/s10796-021-10186-w","article-title":"Artificial Intelligence and Business Value: A Literature Review","volume":"24","author":"Enholm","year":"2022","journal-title":"Inf. Syst. Front."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Abduljabbar, R., Dia, H., Liyanage, S., and Bagloee, S.A. (2019). Applications of Artificial Intelligence in Transport: An Overview. Sustainability, 11.","DOI":"10.3390\/su11010189"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Lee, D., and Yoon, S.N. (2021). Application of Artificial Intelligence-Based Technologies in the Healthcare Industry: Opportunities and Challenges. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph18010271"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"125834","DOI":"10.1016\/j.jclepro.2021.125834","article-title":"Artificial Intelligence in Sustainable Energy Industry: Status Quo, Challenges and Opportunities","volume":"289","author":"Ahmad","year":"2021","journal-title":"J. Clean. Prod."},{"key":"ref_21","first-page":"1","article-title":"A Comprehensive Review on Automation in Agriculture Using Artificial Intelligence","volume":"2","author":"Jha","year":"2019","journal-title":"Artif. Intell. Agric."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1080\/14241277.2019.1695619","article-title":"A Review of Artificial Intelligence Adoptions in the Media Industry","volume":"21","year":"2019","journal-title":"Int. J. Media Manag."},{"key":"ref_23","unstructured":"Nalbant, K. (2021). The Importance of Artificial Intelligence in Education: A Short Review. J. Rev. Sci. Eng., 2106302112361."},{"key":"ref_24","unstructured":"(2024, August 11). The Handbook of Artificial Intelligence, Volume 1: Barr, Avron, 1949-: Free Download, Borrow, and Streaming: Internet Archive. Available online: https:\/\/archive.org\/details\/handbookofartific01barr\/page\/n5\/mode\/2up."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"515","DOI":"10.1016\/S0360-1285(03)00058-3","article-title":"Artificial Intelligence for the Modeling and Control of Combustion Processes: A Review","volume":"29","author":"Kalogirou","year":"2003","journal-title":"Prog. Energy Combust. Sci."},{"key":"ref_26","unstructured":"Kalogirou, S. (2006). Artificial Intelligence in Energy and Renewable Energy Systems, Nova Publishers."},{"key":"ref_27","unstructured":"Krishnamoorthy, C.S., and Rajeev, S. (2018). Artificial Intelligence and Expert Systems for Engineers, CRC Press."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Xing, L. (2023). Evaluation of the Impact of Artificial Intelligence and Intelligent Internet of Things on Population Mobility on Regional Economic Differences. Soft Comput.","DOI":"10.1007\/s00500-023-08351-1"},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"He, M., Huang, J., and Sun, R. (2023). Forecast of Advanced Human Capital Gap Based on PSO-BP Neural Network and Coordination Pathway: Example of Beijing\u2013Tianjin\u2013Hebei Region. Sustainability, 15.","DOI":"10.3390\/su15054671"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"119648","DOI":"10.1016\/j.eswa.2023.119648","article-title":"Risk Assessment of Cardiovascular Disease Based on SOLSSA-CatBoost Model","volume":"219","author":"Wei","year":"2023","journal-title":"Expert Syst. Appl."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"100947","DOI":"10.1016\/j.retrec.2020.100947","article-title":"On the Relationship between Transportation Infrastructure and Economic Development in China","volume":"88","author":"Magazzino","year":"2021","journal-title":"Res. Transp. Econ."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"116807","DOI":"10.1016\/j.apenergy.2021.116807","article-title":"Scenario-Based Prediction of Climate Change Impacts on Building Cooling Energy Consumption with Explainable Artificial Intelligence","volume":"291","author":"Chakraborty","year":"2021","journal-title":"Appl. Energy"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1108\/01435121211217199","article-title":"Bibliometric Practices and Activities at the University of Vienna","volume":"33","author":"Gumpenberger","year":"2012","journal-title":"Libr. Manag."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Sandu, A., Ioan\u0103\u0219, I., Delcea, C., Florescu, M.-S., and Cotfas, L.-A. (2024). Numbers Do Not Lie: A Bibliometric Examination of Machine Learning Techniques in Fake News Research. Algorithms, 17.","DOI":"10.3390\/a17020070"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Sandu, A., Ioan\u0103\u0219, I., Delcea, C., Geant\u0103, L.-M., and Cotfas, L.-A. (2024). Mapping the Landscape of Misinformation Detection: A Bibliometric Approach. Information, 15.","DOI":"10.3390\/info15010060"},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Sandu, A., Cotfas, L.-A., Delcea, C., Cr\u0103ciun, L., and Mol\u0103nescu, A.G. (2023). Sentiment Analysis in the Age of COVID-19: A Bibliometric Perspective. Information, 14.","DOI":"10.3390\/info14120659"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1177\/1094428114562629","article-title":"Bibliometric Methods in Management and Organization","volume":"18","author":"Zupic","year":"2015","journal-title":"Organ. Res. Methods"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"959","DOI":"10.1016\/j.joi.2017.08.007","article-title":"Bibliometrix: An R-Tool for Comprehensive Science Mapping Analysis","volume":"11","author":"Aria","year":"2017","journal-title":"J. Informetr."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Ionescu, \u0218., Delcea, C., Chiri\u021b\u0103, N., and Nica, I. (2024). Exploring the Use of Artificial Intelligence in Agent-Based Modeling Applications: A Bibliometric Study. Algorithms, 17.","DOI":"10.3390\/a17010021"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1016\/j.jbusres.2021.04.070","article-title":"How to Conduct a Bibliometric Analysis: An Overview and Guidelines","volume":"133","author":"Donthu","year":"2021","journal-title":"J. Bus. Res."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1016\/j.jbusres.2020.12.015","article-title":"Value of Special Issues in the Journal of Business Research: A Bibliometric Analysis","volume":"125","author":"Khan","year":"2021","journal-title":"J. Bus. Res."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"71453","DOI":"10.1109\/ACCESS.2024.3402562","article-title":"Charting the Course of School Dropout Research: A Bibliometric Exploration","volume":"12","author":"Cibu","year":"2024","journal-title":"IEEE Access"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1016\/j.matcom.2005.02.027","article-title":"Use of Bibliometric Modelling for Policy Making","volume":"69","author":"Smith","year":"2005","journal-title":"Math. Comput. Simul."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1111\/hir.12295","article-title":"Application of Bibliometrics in Medicine: A Historical Bibliometrics Analysis","volume":"38","author":"Kokol","year":"2021","journal-title":"Health Inf. Libr. J."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"439","DOI":"10.1108\/EJM-11-2017-0853","article-title":"Fifty Years of the European Journal of Marketing: A Bibliometric Analysis","volume":"52","author":"Merigo","year":"2018","journal-title":"Eur. J. Mark."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"517","DOI":"10.1016\/j.engappai.2019.06.010","article-title":"Engineering Applications of Artificial Intelligence: A Bibliometric Analysis of 30 Years (1988\u20132018)","volume":"85","author":"Shukla","year":"2019","journal-title":"Eng. Appl. Artif. Intell."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Cibu, B., Delcea, C., Domenteanu, A., and Dumitrescu, G. (2023). Mapping the Evolution of Cybernetics: A Bibliometric Perspective. Computers, 12.","DOI":"10.3390\/computers12110237"},{"key":"ref_48","unstructured":"Cronin, B. (2003). Visualizing Knowledge Domains. Annual Review of Information Science & Technology, Information Today, Inc.\/American Society for Information Science and Technology."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"1382","DOI":"10.1002\/asi.21525","article-title":"Science Mapping Software Tools: Review, Analysis, and Cooperative Study among Tools","volume":"62","author":"Cobo","year":"2011","journal-title":"J. Am. Soc. Inf. Sci."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"\u00d6zt\u00fcrk, O., Kocaman, R., and Kanbach, D.K. (2024). How to Design Bibliometric Research: An Overview and a Framework Proposal. Rev. Manag. Sci.","DOI":"10.1007\/s11846-024-00738-0"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1162\/qss_a_00112","article-title":"Large-Scale Comparison of Bibliographic Data Sources: Scopus, Web of Science, Dimensions, Crossref, and Microsoft Academic","volume":"2","author":"Visser","year":"2021","journal-title":"Quant. Sci. Stud."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1126\/science.144.3619.649","article-title":"\u201cScience Citation Index\u201d\u2014A New Dimension in Indexing","volume":"144","author":"Garfield","year":"1964","journal-title":"Science"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s11192-017-2622-5","article-title":"Web of Science Use in Published Research and Review Papers 1997\u20132017: A Selective, Dynamic, Cross-Domain, Content-Based Analysis","volume":"115","author":"Li","year":"2018","journal-title":"Scientometrics"},{"key":"ref_54","first-page":"89","article-title":"Institute for Scientific Information","volume":"12","author":"Lazerow","year":"1974","journal-title":"Encycl. Libr. Inf. Sci."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1021\/bk-2014-1164.ch007","article-title":"The Institute for Scientific Information: A Brief History","volume":"Volume 1164","author":"Lawlor","year":"2014","journal-title":"The Future of the History of Chemical Information"},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Cawkell, T., and Garfield, E. (2001). Institute for Scientific Information. International Encyclopedia of Information and Library Science, Routledge.","DOI":"10.3233\/ISU-2001-21204"},{"key":"ref_57","unstructured":"Adams, J., and Testa, J. (2012). Thomson Reuters Book Citation Index. The 13th Conference of the International Society for Scientometrics and Informetrics, International Society for Scientometrics and Informetrics, Leiden University, and University of Zululand."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1162\/qss_a_00018","article-title":"Web of Science as a Data Source for Research on Scientific and Scholarly Activity","volume":"1","author":"Birkle","year":"2020","journal-title":"Quant. Sci. Stud."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"1815","DOI":"10.1007\/s11192-019-03238-1","article-title":"The Data Source of This Study Is Web of Science Core Collection? Not Enough","volume":"121","author":"Liu","year":"2019","journal-title":"Scientometrics"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"853","DOI":"10.1007\/s11192-022-04540-1","article-title":"Retrieval Strategy and Possible Explanations for the Abnormal Growth of Research Publications: Re-Evaluating a Bibliometric Analysis of Climate Change","volume":"128","author":"Liu","year":"2023","journal-title":"Scientometrics"},{"key":"ref_61","unstructured":"Cole, J.R. (2000). A Short History of the Use of Citations as a Measure of the Impact of Scientific and Scholarly Work. The Web of Knowledge a Festschrift in Honor of Eugene Garfield, Information Today, Inc."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"1253","DOI":"10.1080\/00343400701543355","article-title":"What Kind of Local and Regional Development and for Whom?","volume":"41","author":"Pike","year":"2007","journal-title":"Reg. Stud."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"579","DOI":"10.1080\/03003930.2020.1870957","article-title":"Defining Local Economies beyond Their Boundaries","volume":"48","author":"Salder","year":"2022","journal-title":"Local Gov. Stud."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5897\/AJBM2020.9118","article-title":"Determinants of Regional Economic Growth in Kenya","volume":"15","author":"Naftaly","year":"2021","journal-title":"Afr. J. Bus. Manag."},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"\u015eahin, E., Yi\u011fito\u011flu, V., G\u00f6k Demir, Z., Karakaya, \u00c7., Erenda\u011f S\u00fcmer, F., and G\u00fcneri, B. (2024). Circular Economy for Sustainability: A Bibliometric Analysis for the Tourism\/Hospitality Field. Sustainability, 16.","DOI":"10.3390\/su16156290"},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Sun, Y., Ma, Z., Chi, X., Duan, J., Li, M., and Khan, A.U. (2024). Decoding the Developmental Trajectory of Energy Trading in Power Markets through Bibliometric and Visual Analytics. Energies, 17.","DOI":"10.3390\/en17153605"},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Vrdoljak, L., Racetin, I., and Zrinjski, M. (2024). Bibliometric Analysis of Remote Sensing over Marine Areas for Sustainable Development: Global Trends and Worldwide Collaboration. Sustainability, 16.","DOI":"10.3390\/su16146211"},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1007\/s11192-017-2483-y","article-title":"Document Type Assignment Accuracy in the Journal Citation Index Data of Web of Science","volume":"113","author":"Donner","year":"2017","journal-title":"Scientometrics"},{"key":"ref_69","first-page":"681","article-title":"How to Conduct Bibliometric Analysis Using R-Studio: A Practical Guide","volume":"13","author":"Bhat","year":"2023","journal-title":"Eur. Econ. Lett."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"1001","DOI":"10.1108\/LHT-09-2020-0218","article-title":"Bibliometric Analysis of Ecopreneurship Using VOSviewer and RStudio Bibliometrix, 1989\u20132019","volume":"39","author":"Guleria","year":"2021","journal-title":"Libr. Hi Tech"},{"key":"ref_71","doi-asserted-by":"crossref","unstructured":"Meng, L., Wen, K.-H., Brewin, R., and Wu, Q. (2020). Knowledge Atlas on the Relationship between Urban Street Space and Residents\u2019 Health\u2014A Bibliometric Analysis Based on VOSviewer and CiteSpace. Sustainability, 12.","DOI":"10.3390\/su12062384"},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"1177","DOI":"10.1007\/s10209-022-00953-0","article-title":"A Bibliometric Analysis and Visualization of E-Learning Adoption Using VOSviewer","volume":"23","author":"Martins","year":"2022","journal-title":"Univ. Access Inf. Soc."},{"key":"ref_73","unstructured":"Reynoso, R. (2024, July 24). Brief History of Artificial Intelligence\u2014From 1900 till Now. Available online: https:\/\/learn.g2.com\/history-of-artificial-intelligence."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"135","DOI":"10.3163\/1536-5050.100.2.013","article-title":"Does Bradford\u2019s Law of Scattering Predict the Size of the Literature in Cochrane Reviews?","volume":"100","author":"Kruesi","year":"2012","journal-title":"J. Med. Libr. Assoc."},{"key":"ref_75","first-page":"613","article-title":"A Bibliometric Analysis on Data Mining Using Bradford\u2019s Law","volume":"Volume 345","author":"Juang","year":"2016","journal-title":"Proceedings of the 3rd International Conference on Intelligent Technologies and Engineering Systems (ICITES2014)"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"315","DOI":"10.12669\/pjms.39.2.7398","article-title":"The H-Index: An Indicator of Research and Publication Output","volume":"39","author":"Shah","year":"2023","journal-title":"Pak. J. Med. Sci."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"2277","DOI":"10.1007\/s00477-020-01862-5","article-title":"Flood Susceptibility Modeling in Teesta River Basin, Bangladesh Using Novel Ensembles of Bagging Algorithms","volume":"34","author":"Talukdar","year":"2020","journal-title":"Stoch. Environ. Res. Risk Assess."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"1043","DOI":"10.1007\/s11069-022-05336-5","article-title":"Flood Vulnerability and Buildings\u2019 Flood Exposure Assessment in a Densely Urbanised City: Comparative Analysis of Three Scenarios Using a Neural Network Approach","volume":"113","author":"Pham","year":"2022","journal-title":"Nat. Hazards"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"469","DOI":"10.1080\/19475705.2021.1880977","article-title":"Prediction of Gully Erosion Susceptibility Mapping Using Novel Ensemble Machine Learning Algorithms","volume":"12","author":"Arabameri","year":"2021","journal-title":"Geomat. Nat. Hazards Risk"},{"key":"ref_80","doi-asserted-by":"crossref","unstructured":"Long, C., Wenlong, S., Tao, S., Yizhu, L., Wei, J., Jun, L., Hongjie, L., Tianshi, F., Rongjie, G., and Abbas, H. (2023). Field Patch Extraction Based on High-Resolution Imaging and U2-Net++ Convolutional Neural Networks. Remote Sens., 15.","DOI":"10.3390\/rs15204900"},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"2445","DOI":"10.1007\/s10346-019-01269-6","article-title":"Successful Early Warning and Emergency Response of a Disastrous Rockslide in Guizhou Province, China","volume":"16","author":"Fan","year":"2019","journal-title":"Landslides"},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"Arabameri, A., Chen, W., Lombardo, L., Blaschke, T., and Tien Bui, D. (2020). Hybrid Computational Intelligence Models for Improvement Gully Erosion Assessment. Remote Sens., 12.","DOI":"10.3390\/rs12010140"},{"key":"ref_83","doi-asserted-by":"crossref","unstructured":"Dang, V.-H., Hoang, N.-D., Nguyen, L.-M.-D., Bui, D.T., and Samui, P. (2020). A Novel GIS-Based Random Forest Machine Algorithm for the Spatial Prediction of Shallow Landslide Susceptibility. Forests, 11.","DOI":"10.3390\/f11010118"},{"key":"ref_84","first-page":"338","article-title":"A Novel HHO-RSCDT Ensemble Learning Approach for Forest Fire Danger Mapping Using GIS","volume":"45","author":"Xuan","year":"2023","journal-title":"Viet. J. Earth Sci."},{"key":"ref_85","doi-asserted-by":"crossref","unstructured":"Miao, T., Huang, H., Guo, J., Li, G., Zhang, Y., and Chen, N. (2022). Uncertainty Analysis of Numerical Simulation of Seawater Intrusion Using Deep Learning-Based Surrogate Model. Water, 14.","DOI":"10.3390\/w14182933"},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"54096","DOI":"10.1007\/s11356-021-13680-5","article-title":"Application of Artificial Intelligence Deep Learning in Numerical Simulation of Seawater Intrusion","volume":"28","author":"Miao","year":"2021","journal-title":"Environ. Sci. Pollut. Res."},{"key":"ref_87","first-page":"22","article-title":"Development of a Market Trend Evaluation System for Policy Making","volume":"12","author":"Gruzauskas","year":"2020","journal-title":"J. Compet."},{"key":"ref_88","doi-asserted-by":"crossref","unstructured":"Fyleris, T., Kri\u0161\u010di\u016bnas, A., Gru\u017eauskas, V., \u010calneryt\u0117, D., and Barauskas, R. (2022). Urban Change Detection from Aerial Images Using Convolutional Neural Networks and Transfer Learning. ISPRS Int. J. Geo-Inf., 11.","DOI":"10.3390\/ijgi11040246"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"103395","DOI":"10.1016\/j.cities.2021.103395","article-title":"Tales of a City: Sentiment Analysis of Urban Green Space in Dublin","volume":"119","author":"Ghahramani","year":"2021","journal-title":"Cities"},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"100058","DOI":"10.1016\/j.cacint.2021.100058","article-title":"Leveraging Artificial Intelligence to Analyze Citizens\u2019 Opinions on Urban Green Space","volume":"10","author":"Ghahramani","year":"2021","journal-title":"City Environ. Interact."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"117489","DOI":"10.1016\/j.envpol.2021.117489","article-title":"A New Approach to Monitor Water Quality in the Menor Sea (Spain) Using Satellite Data and Machine Learning Methods","volume":"286","author":"Salvador","year":"2021","journal-title":"Environ. Pollut."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"108661","DOI":"10.1016\/j.agrformet.2021.108661","article-title":"Machine Learning Approach to Predict Leaf Colour Change in Fagus Sylvatica L. (Spain)","volume":"310","author":"Salvador","year":"2021","journal-title":"Agric. For. Meteorol."},{"key":"ref_93","doi-asserted-by":"crossref","unstructured":"Al-qaness, M.A.A., Dahou, A., Ewees, A.A., Abualigah, L., Huai, J., Abd Elaziz, M., and Helmi, A.M. (2023). ResInformer: Residual Transformer-Based Artificial Time-Series Forecasting Model for PM2.5 Concentration in Three Major Chinese Cities. Mathematics, 11.","DOI":"10.3390\/math11020476"},{"key":"ref_94","first-page":"2648","article-title":"Managing Future Urbanization Growth Patterns Using Genetic Algorithm Modeling","volume":"31","author":"Sweis","year":"2023","journal-title":"Eng. Constr. Archit. Manag."},{"key":"ref_95","first-page":"1438648","article-title":"Regional Economic Prediction Model Using Backpropagation Integrated with Bayesian Vector Neural Network in Big Data Analytics","volume":"2022","author":"Zhang","year":"2022","journal-title":"Comput. Intell. Neurosci."},{"key":"ref_96","doi-asserted-by":"crossref","unstructured":"Xu, Z., Shen, Z., Li, Y., Xia, L., Wang, H., Li, S., Jiao, S., and Lei, Y. (2021). Road Extraction in Mountainous Regions from High-Resolution Images Based on DSDNet and Terrain Optimization. Remote Sens., 13.","DOI":"10.3390\/rs13010090"},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"1138805","DOI":"10.3389\/fsurg.2023.1138805","article-title":"Bibliometric Analysis of the Scientific Production on Inguinal Hernia Surgery in the Web of Science","volume":"10","year":"2023","journal-title":"Front. Surg."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"979","DOI":"10.1016\/j.engappai.2008.09.005","article-title":"Agent-Based Distributed Manufacturing Control: A State-of-the-Art Survey","volume":"22","year":"2009","journal-title":"Eng. Appl. Artif. Intell."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"101075","DOI":"10.1016\/j.gsf.2020.09.006","article-title":"Flood Susceptibility Modelling Using Advanced Ensemble Machine Learning Models","volume":"12","author":"Talukdar","year":"2021","journal-title":"Geosci. Front."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"106515","DOI":"10.1016\/j.eiar.2020.106515","article-title":"Urban Water Resource Management for Sustainable Environment Planning Using Artificial Intelligence Techniques","volume":"86","author":"Xiang","year":"2021","journal-title":"Environ. Impact Assess. Rev."},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1016\/j.catena.2017.01.010","article-title":"Landslide Susceptibility Assessment Using Maximum Entropy Model with Two Different Data Sampling Methods","volume":"152","author":"Kornejady","year":"2017","journal-title":"Catena"},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"e05092","DOI":"10.1016\/j.heliyon.2020.e05092","article-title":"Improving Land-Use Change Modeling by Integrating ANN with Cellular Automata-Markov Chain Model","volume":"6","author":"Gharaibeh","year":"2020","journal-title":"Heliyon"},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"697","DOI":"10.1108\/TQM-12-2019-0309","article-title":"Digital Transformation Challenges: Strategies Emerging from a Multi-Stakeholder Approach","volume":"32","author":"Brunetti","year":"2020","journal-title":"TQM J."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"1865","DOI":"10.1080\/0042098022000002993","article-title":"A Comparative Institutional Evaluation of Public-Private Partnerships in Dutch Urban Land-Use and Revitalisation Projects","volume":"39","author":"Nijkamp","year":"2002","journal-title":"Urban Stud."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"128325","DOI":"10.1109\/ACCESS.2019.2925082","article-title":"Comparative Analysis of Machine Learning Techniques for Predicting Air Quality in Smart Cities","volume":"7","author":"Ameer","year":"2019","journal-title":"IEEE Access"},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"2050","DOI":"10.1016\/j.atmosenv.2011.01.060","article-title":"A Novel, Fuzzy-Based Air Quality Index (FAQI) for Air Quality Assessment","volume":"45","author":"Sowlat","year":"2011","journal-title":"Atmos. Environ."},{"key":"ref_107","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Thenkabail, P.S., and Wang, P. (2019). A Bibliometric Profile of the Remote Sensing Open Access Journal Published by MDPI between 2009 and 2018. Remote Sens., 11.","DOI":"10.3390\/rs11010091"},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1007\/s11192-015-1765-5","article-title":"The Journal Coverage of Web of Science and Scopus: A Comparative Analysis","volume":"106","author":"Mongeon","year":"2016","journal-title":"Scientometrics"},{"key":"ref_109","doi-asserted-by":"crossref","unstructured":"Pranckut\u0117, R. (2021). Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today\u2019s Academic World. Publications, 9.","DOI":"10.3390\/publications9010012"},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"420","DOI":"10.1016\/j.asoc.2014.10.035","article-title":"An Overview of Fuzzy Research with Bibliometric Indicators","volume":"27","author":"Yager","year":"2015","journal-title":"Appl. Soft Comput."},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"194","DOI":"10.1016\/j.techfore.2018.07.006","article-title":"Knowledge Management: A Global Examination Based on Bibliometric Analysis","volume":"140","year":"2019","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_112","doi-asserted-by":"crossref","first-page":"215824402311585","DOI":"10.1177\/21582440231158562","article-title":"Mapping the Literature on Academic Publishing: A Bibliometric Analysis on WOS","volume":"13","author":"Yan","year":"2023","journal-title":"SAGE Open"},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"330","DOI":"10.1080\/00343404.2022.2092610","article-title":"Regional Artificial Intelligence and the Geography of Environmental Technologies: Does Local AI Knowledge Help Regional Green-Tech Specialization?","volume":"57","author":"Cicerone","year":"2023","journal-title":"Reg. Stud."},{"key":"ref_114","doi-asserted-by":"crossref","unstructured":"Mr\u00f3wczy\u0144ska, M., Sztubecka, M., Skiba, M., Bazan-Krzywosza\u0144ska, A., and Bejga, P. (2019). The Use of Artificial Intelligence as a Tool Supporting Sustainable Development Local Policy. Sustainability, 11.","DOI":"10.3390\/su11154199"},{"key":"ref_115","doi-asserted-by":"crossref","unstructured":"Yigitcanlar, T., Corchado, J.M., Mehmood, R., Li, R.Y.M., Mossberger, K., and Desouza, K. (2021). Responsible Urban Innovation with Local Government Artificial Intelligence (AI): A Conceptual Framework and Research Agenda. J. Open Innov. Technol. Mark. Complex., 7.","DOI":"10.3390\/joitmc7010071"}],"container-title":["Algorithms"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1999-4893\/17\/9\/418\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T16:00:30Z","timestamp":1760112030000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1999-4893\/17\/9\/418"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,9,20]]},"references-count":115,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2024,9]]}},"alternative-id":["a17090418"],"URL":"https:\/\/doi.org\/10.3390\/a17090418","relation":{},"ISSN":["1999-4893"],"issn-type":[{"value":"1999-4893","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,9,20]]}}}