{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T01:00:18Z","timestamp":1772758818357,"version":"3.50.1"},"reference-count":46,"publisher":"MDPI AG","issue":"10","license":[{"start":{"date-parts":[[2017,10,17]],"date-time":"2017-10-17T00:00:00Z","timestamp":1508198400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"the Open Fund of Key Laboratory of Police Geographic Information Technology, Ministry of Public Security","award":["2016LPGIT05"],"award-info":[{"award-number":["2016LPGIT05"]}]},{"name":"the Intelligent Supervision Platform of Wuhan Traffic Management Bureau"},{"name":"the Road Coding Information Spatialization System of Wuhan Traffic Management Bureau"},{"name":"the National Science and Technology Pillar Program","award":["2012BAH35B03"],"award-info":[{"award-number":["2012BAH35B03"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJGI"],"abstract":"<jats:p>Most studies of spatial colocation patterns of crime and land-use features in geographical information science and environmental criminology employ global measures, potentially obscuring spatial inhomogeneity. This study investigated the relationships of three types of crime with 22 types of land-use in Wuhan, China. First, global colocation patterns were examined. Then, local colocation patterns were examined based on the recently-proposed local colocation quotient, followed by a detailed comparison of the results. Different types of crimes were encouraged or discouraged by different types of land-use features with varying intensity, and the local colocation patterns demonstrated spatial inhomogeneity.<\/jats:p>","DOI":"10.3390\/ijgi6100307","type":"journal-article","created":{"date-parts":[[2017,10,17]],"date-time":"2017-10-17T11:14:35Z","timestamp":1508238875000},"page":"307","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":47,"title":["The Local Colocation Patterns of Crime and Land-Use Features in Wuhan, China"],"prefix":"10.3390","volume":"6","author":[{"given":"Han","family":"Yue","sequence":"first","affiliation":[{"name":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinyan","family":"Zhu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China"},{"name":"Collaborative Innovation Center of Geospatial Technology, Wuhan 430079, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8838-9476","authenticated-orcid":false,"given":"Xinyue","family":"Ye","sequence":"additional","affiliation":[{"name":"Department of Geography, Kent State University, Kent, OH 44242-0001, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Guo","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China"},{"name":"Collaborative Innovation Center of Geospatial Technology, Wuhan 430079, China"},{"name":"Key Laboratory of Police Geographic Information Technology, Ministry of Public Security, Changzhou 213022, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2017,10,17]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"234","DOI":"10.2307\/143141","article-title":"A computer movie simulating urban growth in the Detroit region","volume":"46","author":"Tobler","year":"1970","journal-title":"Econ. Geogr."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1016\/j.apgeog.2012.07.008","article-title":"The spatial food environment of the DC metropolitan area: Clustering, co-location, and categorical differentiation","volume":"35","author":"Leslie","year":"2012","journal-title":"Appl. Geogr."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1007\/s10707-006-9827-8","article-title":"Mining co-location patterns with rare events from spatial data sets","volume":"10","author":"Huang","year":"2006","journal-title":"GeoInformatica"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/s00181-007-0154-1","article-title":"A class of spatial econometric methods in the empirical analysis of clusters of firms in the space","volume":"34","author":"Arbia","year":"2008","journal-title":"Empir. Econ."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"306","DOI":"10.1111\/j.1538-4632.2011.00821.x","article-title":"The colocation quotient: A new measure of spatial association between categorical subsets of points","volume":"43","author":"Leslie","year":"2011","journal-title":"Geogr. Anal."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"138","DOI":"10.1080\/00330124.2013.768130","article-title":"Geographically weighted colocation quotients: Specification and application","volume":"66","author":"Cromley","year":"2014","journal-title":"Prof. Geogr."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Sypion-Dutkowska, N., and Leitner, M. (2017). Land use influencing the spatial distribution of urban crime: A case study of Szczecin, Poland. ISPRS Int. J. Geo-Inf., 6.","DOI":"10.3390\/ijgi6030074"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1080\/00330124.2016.1157498","article-title":"Local indicator of colocation quotient with a statistical significance test: Examining spatial association of crime and facilities","volume":"69","author":"Wang","year":"2017","journal-title":"Prof. Geogr."},{"key":"ref_9","first-page":"259","article-title":"Environment, routine and situation: Toward a pattern theory of crime","volume":"5","author":"Brantingham","year":"1993","journal-title":"Adv. Criminol. Theory"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"475","DOI":"10.3138\/cjcrim.36.4.475","article-title":"Situational crime prevention: Successful case studies","volume":"36","author":"Gabor","year":"1994","journal-title":"Can. J. Criminol."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1007\/BF02242925","article-title":"Criminality of place","volume":"3","author":"Brantingham","year":"1995","journal-title":"Eur. J. Crim. Policy Res."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"62","DOI":"10.2148\/benv.34.1.62","article-title":"Crime attractors, generators and detractors: Land use and urban crime opportunities","volume":"34","author":"Kinney","year":"2008","journal-title":"Built Environ."},{"key":"ref_13","first-page":"17","article-title":"Intensity value analysis and the criminogenic effects of land use features on local crime patterns","volume":"2","author":"Mccord","year":"2009","journal-title":"Crime Patterns Anal."},{"key":"ref_14","unstructured":"Frisbie, D.W., Fishbine, G., Hintz, R., Joelson, M., and Nutter, J.M. (1977). Crime in Minneapolis: Proposals for Prevention."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"35","DOI":"10.2190\/R0G0-FRWY-100J-6KTB","article-title":"Bars, blocks, and crimes","volume":"11","author":"Roncek","year":"1981","journal-title":"J. Environ. Syst."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"725","DOI":"10.1111\/j.1745-9125.1991.tb01086.x","article-title":"Bars, blocks, and crimes revisited: Linking the theory of routine activities to the empiricism of \u201chot spots\u201d","volume":"29","author":"Roncek","year":"1991","journal-title":"Criminology"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"666","DOI":"10.1111\/j.1360-0443.2006.01405.x","article-title":"Ecological models of alcohol outlets and violent assaults: Crime potentials and geospatial analysis","volume":"101","author":"Gruenewald","year":"2006","journal-title":"Addiction"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1186\/1476-072X-10-30","article-title":"Alcohol outlets and clusters of violence","volume":"10","author":"Grubesic","year":"2011","journal-title":"Int. J. Health Geogr."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"919","DOI":"10.1111\/j.1360-0443.2010.03333.x","article-title":"A longitudinal analysis of alcohol outlet density and domestic violence","volume":"106","author":"Livingston","year":"2011","journal-title":"Addiction"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1111\/j.1753-6405.2012.00827.x","article-title":"Close proximity to alcohol outlets is associated with increased serious violent crime in New Zealand","volume":"36","author":"Day","year":"2012","journal-title":"Aust. N. Z. J. Public Health"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1057\/sj.2011.1","article-title":"The role of neighborhood parks as crime generators","volume":"25","author":"Groff","year":"2012","journal-title":"Secur. J."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1559\/152304006777681715","article-title":"A GIS analysis of the relationship between criminal offenses and parks in Kansas City, Kansas","volume":"33","author":"Demotto","year":"2006","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_23","first-page":"17","article-title":"Is crime higher around drug-gang street corners? Two spatial approaches to the relationship between gang set spaces and local crime levels","volume":"1","author":"Ratcliffe","year":"2008","journal-title":"Crime Patterns Anal."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1111\/j.1745-9133.2011.00719.x","article-title":"Does fringe banking exacerbate neighbourhood crime rates?","volume":"10","author":"Kubrin","year":"2011","journal-title":"Criminol. Public Policy"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1177\/0013916509347728","article-title":"Social crime or spatial crime? Exploring the effects of social, economic, and spatial factors on burglary rates","volume":"43","author":"Chang","year":"2011","journal-title":"Environ. Behav."},{"key":"ref_26","first-page":"33","article-title":"The location quotient approach to estimating regional economic impacts","volume":"43","author":"Isserman","year":"1977","journal-title":"J. Am. Plan. Assoc."},{"key":"ref_27","unstructured":"Blair, J.P. (1995). Local Economic Development: Analysis and Practice, Sage."},{"key":"ref_28","unstructured":"Brantingham, P.L., and Brantingham, P.J. (1993). Location quotients and crime hot spots in the city, Crime Analysis through Computer Mapping."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"2423","DOI":"10.1068\/a38187","article-title":"Location quotients, ambient populations, and the spatial analysis of crime in Vancouver, Canada","volume":"39","author":"Andresen","year":"2007","journal-title":"Environ. Plan. A"},{"key":"ref_30","first-page":"1","article-title":"A spatial analysis of neighbourhood crime in Omaha, Nebraska using alternative measures of crime rates","volume":"31","author":"Zhang","year":"2007","journal-title":"Internet J. Criminol."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"385","DOI":"10.1111\/j.1465-3362.2011.00329.x","article-title":"A spatial analysis of the moderating effects of land use on the association between alcohol outlet density and violence in urban areas","volume":"31","author":"Pridemore","year":"2012","journal-title":"Drug Alcohol Rev."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10109-014-0206-y","article-title":"Restricted random labelling: Testing for between-group interaction after controlling for joint population and within-group spatial structure","volume":"17","author":"Kronenfeld","year":"2015","journal-title":"J. Geogr. Syst."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Groff, E., Weisburd, D., and Morris, N.A. (2009). Where the Action Is at Places: Examining Spatio-Temporal Patterns of Juvenile Crime at Places Using Trajectory Analysis and GIS, Springer.","DOI":"10.1007\/978-0-387-09688-9_3"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Miller, H.J., and Han, J. (2009). Geographic Data Mining and Knowledge Discovery, CRC Press.","DOI":"10.1201\/9781420073980"},{"key":"ref_35","unstructured":"Silverman, B.W. (1986). Density Estimation for Statistics and Data Analysis, CRC press."},{"key":"ref_36","unstructured":"Bailey, T.C., and Gatrell, A.C. (1995). Interactive Spatial Data Analysis, Longman Scientific & Technical."},{"key":"ref_37","first-page":"213","article-title":"Spatial analyses of crime","volume":"4","author":"Anselin","year":"2000","journal-title":"Crim. Justice"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1016\/j.aap.2007.05.004","article-title":"Geographical information systems aided traffic accident analysis system case study: City of Afyonkarahisar","volume":"40","author":"Erdogan","year":"2008","journal-title":"Accid. Anal. Prev."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"559","DOI":"10.1080\/09638180.2013.860044","article-title":"An improved test for earnings management using kernel density estimation","volume":"23","author":"Lahr","year":"2014","journal-title":"Eur. Account. Rev."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"210","DOI":"10.1016\/j.apgeog.2014.11.022","article-title":"Space\u2013time interaction of residential burglaries in Wuhan, China","volume":"60","author":"Ye","year":"2015","journal-title":"Appl. Geogr."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"615","DOI":"10.1093\/bjc\/43.3.615","article-title":"Infectious burglaries. A test of the near repeat hypothesis","volume":"43","author":"Townsley","year":"2003","journal-title":"Br. J. Criminol."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1007\/s10844-008-0076-1","article-title":"FARICS: A method of mining spatial association rules and collocations using clustering and Delaunay diagrams","volume":"33","author":"Bembenik","year":"2009","journal-title":"J. Intell. Inf. Syst."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1177\/016001760002300201","article-title":"Toward spatially integrated social science","volume":"23","author":"Goodchild","year":"2000","journal-title":"Int. Reg. Sci. Rev."},{"key":"ref_44","first-page":"384","article-title":"Global and local indicators of spatial association between points and polygons: A study of land use change","volume":"21","author":"Guo","year":"2013","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"433","DOI":"10.2307\/3237072","article-title":"On explicit formulas of edge effect correction for Ripley\u2019s K-function","volume":"10","author":"Goreaud","year":"1999","journal-title":"J. Veg. Sci."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Liu, H., and Zhu, X. (2016). Exploring the influence of neighborhood characteristics on burglary risks: A Bayesian random effects modeling approach. ISPRS Int. J. Geo-Inf., 5.","DOI":"10.3390\/ijgi5070102"}],"container-title":["ISPRS International Journal of Geo-Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2220-9964\/6\/10\/307\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T18:47:33Z","timestamp":1760208453000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2220-9964\/6\/10\/307"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,10,17]]},"references-count":46,"journal-issue":{"issue":"10","published-online":{"date-parts":[[2017,10]]}},"alternative-id":["ijgi6100307"],"URL":"https:\/\/doi.org\/10.3390\/ijgi6100307","relation":{},"ISSN":["2220-9964"],"issn-type":[{"value":"2220-9964","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,10,17]]}}}