{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T17:39:42Z","timestamp":1770572382381,"version":"3.49.0"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2016,4,12]],"date-time":"2016-04-12T00:00:00Z","timestamp":1460419200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100000024","name":"Canadian Institutes of Health Research","doi-asserted-by":"publisher","award":["REF16629"],"award-info":[{"award-number":["REF16629"]}],"id":[{"id":"10.13039\/501100000024","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Geoinformatica"],"published-print":{"date-parts":[[2016,10]]},"DOI":"10.1007\/s10707-016-0254-1","type":"journal-article","created":{"date-parts":[[2016,4,14]],"date-time":"2016-04-14T06:29:34Z","timestamp":1460615374000},"page":"651-692","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":63,"title":["On discovering co-location patterns in datasets: a case study of pollutants and child cancers"],"prefix":"10.1007","volume":"20","author":[{"given":"Jundong","family":"Li","sequence":"first","affiliation":[]},{"given":"Aibek","family":"Adilmagambetov","sequence":"additional","affiliation":[]},{"given":"Mohomed Shazan","family":"Mohomed Jabbar","sequence":"additional","affiliation":[]},{"given":"Osmar R.","family":"Za\u00efane","sequence":"additional","affiliation":[]},{"given":"Alvaro","family":"Osornio-Vargas","sequence":"additional","affiliation":[]},{"given":"Osnat","family":"Wine","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,4,12]]},"reference":[{"key":"254_CR1","unstructured":"ArcGIS Desktop: Release 10 (ESRI 2011)"},{"key":"254_CR2","unstructured":"(ACIS) AIS Live alberta weather station data. http:\/\/www.agric.gov.ab.ca\/app116\/stationview.jsp"},{"key":"254_CR3","doi-asserted-by":"crossref","unstructured":"Adilmagambetov A, Zaiane OR, Osornio-Vargas A (2013) Discovering co-location patterns in datasets with extended spatial objects. In: Dawak\u201913. Springer, pp 84\u201396","DOI":"10.1007\/978-3-642-40131-2_8"},{"key":"254_CR4","doi-asserted-by":"crossref","unstructured":"Aggarwal CC, Li Y, Wang J, Wang J (2009) Frequent pattern mining with uncertain data. In: Proceedings of the 15th ACM SIGKDD international conference on knowledge discovery and data mining , pp 29\u201338","DOI":"10.1145\/1557019.1557030"},{"key":"254_CR5","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1145\/170036.170072","volume":"22","author":"R Agrawal","year":"1993","unstructured":"Agrawal R, Imieli\u0144ski T, Swami A (1993) Mining association rules between sets of items in large databases. SIGMOD Rec 22:207\u2013216","journal-title":"SIGMOD Rec"},{"key":"254_CR6","unstructured":"Agrawal R, Srikant R (1994) Fast algorithms for mining association rules in large databases. In: Proceedings of the 20th international conference on very large databases, pp 487\u2013499"},{"key":"254_CR7","doi-asserted-by":"crossref","unstructured":"Al-Naymat G (2008) Enumeration of maximal clique for mining spatial co-location patterns. In: Proceedings of the 2008 IEEE\/ACS international conference on computer systems and applications, pp 126\u2013133","DOI":"10.1109\/AICCSA.2008.4493526"},{"issue":"4","key":"254_CR8","doi-asserted-by":"crossref","first-page":"617","DOI":"10.1002\/ijc.2910150411","volume":"15","author":"B Armstrong","year":"1975","unstructured":"Armstrong B, Doll R (1975) Environmental factors and cancer incidence and mortality in different countries, with special reference to dietary practices. Int J Cancer 15(4):617\u2013631","journal-title":"Int J Cancer"},{"key":"254_CR9","doi-asserted-by":"crossref","unstructured":"Barua S, Sander J (2011) SSCP: Mining statistically significant co-location patterns. In: Proceedings of the 12th international conference on advances in spatial and temporal databases, pp 2\u201320","DOI":"10.1007\/978-3-642-22922-0_2"},{"key":"254_CR10","doi-asserted-by":"crossref","unstructured":"Bernecker T, Kriegel HP, Renz M, Verhein F, Zuefle A (2009) Probabilistic frequent itemset mining in uncertain databases. In: Proceedings of the 15th ACM SIGKDD international conference on knowledge discovery and data mining, pp 119\u2013128","DOI":"10.1145\/1557019.1557039"},{"issue":"1","key":"254_CR11","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1093\/bmp\/ldg023","volume":"68","author":"P Boffetta","year":"2003","unstructured":"Boffetta P, Nyberg F (2003) Contribution of environmental factors to cancer risk. British Med Bullet 68(1):71\u201394","journal-title":"British Med Bullet"},{"key":"254_CR12","unstructured":"Canada E National Pollutant Release Inventory. Tracking Pollution in Canada. http:\/\/www.ec.gc.ca\/inrp-npri\/"},{"key":"254_CR13","unstructured":"Canada S 2006 Census. http:\/\/www12.statcan.gc.ca\/census-recensement\/2006\/index-eng.cfm"},{"key":"254_CR14","unstructured":"Chou YH (1997) Exploring spatial analysis in geographic information systems"},{"key":"254_CR15","doi-asserted-by":"crossref","unstructured":"Chui CK, Kao B (2008) A decremental approach for mining frequent itemsets from uncertain data. In: Advances in knowledge discovery and data mining, pp 64\u201375","DOI":"10.1007\/978-3-540-68125-0_8"},{"key":"254_CR16","doi-asserted-by":"crossref","unstructured":"Chui CK, Kao B, Hung E (2007) Mining frequent itemsets from uncertain data. In: Advances in knowledge discovery and data mining, pp 47\u201358","DOI":"10.1007\/978-3-540-71701-0_8"},{"key":"254_CR17","unstructured":"Cressie NA (1991) Statistics for spatial data"},{"key":"254_CR18","unstructured":"Data ECNC Information: Canadian climate normals or averages 1971-2000. http:\/\/climate.weatheroffice.gc.ca\/climate_normals\/index_e.html"},{"key":"254_CR19","doi-asserted-by":"crossref","unstructured":"Ester M, Kriegel HP, Sander J (2001) Algorithms and applications for spatial data mining. In: Geographic data mining and knowledge discovery, research monographs in GIS, pp 160\u2013187","DOI":"10.4324\/9780203468029_chapter_7"},{"key":"254_CR20","unstructured":"Estivill-Castro V, Lee I (2001) Data mining techniques for autonomous exploration of large volumes of geo-referenced crime data. In: Proceedings of the 6th international conference on geocomputation, pp 24\u201326"},{"key":"254_CR21","doi-asserted-by":"crossref","unstructured":"Estivill-Castrol V, Murray AT (1998) Discovering associations in spatial data? an efficient medoid based approach. In: Research and development in knowledge discovery and data mining, pp 110\u2013121","DOI":"10.1007\/3-540-64383-4_10"},{"issue":"3","key":"254_CR22","doi-asserted-by":"crossref","first-page":"256","DOI":"10.1111\/j.1538-4632.1971.tb00366.x","volume":"3","author":"A Getis","year":"1971","unstructured":"Getis A, Jackson PH (1971) The expected proportion of a region polluted, by k sources. Geogr Anal 3(3):256\u2013261","journal-title":"Geogr Anal"},{"key":"254_CR23","doi-asserted-by":"crossref","unstructured":"Huang Y, Pei J, Xiong H (2006) Mining co-location patterns with rare events from spatial data sets. Geoinformatica 10(3)","DOI":"10.1007\/s10707-006-9827-8"},{"issue":"12","key":"254_CR24","doi-asserted-by":"crossref","first-page":"1472","DOI":"10.1109\/TKDE.2004.90","volume":"16","author":"Y Huang","year":"2004","unstructured":"Huang Y, Shekhar S, Xiong H (2004) Discovering colocation patterns from spatial data sets: A general approach. IEEE Trans Knowl Data Eng 16(12):1472\u20131485","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"254_CR25","doi-asserted-by":"crossref","unstructured":"Huang Y, Zhang P (2006) On the relationships between clustering and spatial co-location pattern mining. In: Proceedings of the 18th IEEE international conference on tools with artificial intelligence, pp 513\u2013522","DOI":"10.1109\/ICTAI.2006.91"},{"key":"254_CR26","doi-asserted-by":"crossref","unstructured":"Koperski K, Han J (1995) Discovery of spatial association rules in geographic information databases. In: Proceedings of the 4th international symposium on advances in spatial databases, pp 47\u201366","DOI":"10.1007\/3-540-60159-7_4"},{"key":"254_CR27","doi-asserted-by":"crossref","unstructured":"Kwan Kim S, Kim Y, Kim U (2011) Maximal cliques generating algorithm for spatial co-location pattern mining. In: Secure and trust computing, data management and applications, pp 241\u2013250","DOI":"10.1007\/978-3-642-22339-6_29"},{"key":"254_CR28","doi-asserted-by":"crossref","unstructured":"Morimoto Y (2001) Mining frequent neighboring class sets in spatial databases. In: Proceedings of the seventh ACM SIGKDD international conference on knowledge discovery and data mining, pp 353\u2013358","DOI":"10.1145\/502512.502564"},{"key":"254_CR29","unstructured":"Pei J, Han J, Lu H, Nishio S, Tang S, Yang D (2001) H-mine: Hyper-structure mining of frequent patterns in large databases. In: Proceedings of 2001 IEEE international conference on data mining, pp 441\u2013448"},{"key":"254_CR30","doi-asserted-by":"crossref","unstructured":"Reggente M, Lilienthal AJ (2009) Using local wind information for gas distribution mapping in outdoor environments with a mobile robot. In: Sensors, 2009 IEEE, pp 1715\u20131720","DOI":"10.1109\/ICSENS.2009.5398498"},{"key":"254_CR31","doi-asserted-by":"crossref","unstructured":"Shekhar S, Huang Y (2001) Discovering spatial co-location patterns: a summary of results. In: Proceedings of the 7th international symposium on advances in spatial and temporal databases, pp 236\u2013256","DOI":"10.1007\/3-540-47724-1_13"},{"key":"254_CR32","doi-asserted-by":"crossref","unstructured":"Shekhar S, Zhang P, Huangm Y (2010) Spatial Data Mining","DOI":"10.1007\/978-0-387-09823-4_43"},{"key":"254_CR33","unstructured":"Williams RG (1999) Nonlinear surface interpolations: Which way is the wind blowing?. In: Proceedings of 1999 esri international user conference"},{"key":"254_CR34","doi-asserted-by":"crossref","unstructured":"Xiao X, Xie X, Luo Q, Ma WY (2008) Density based co-location pattern discovery. In: Proceedings of the 16th ACM SIGSPATIAL international conference on advances in geographic information systems, pp 1\u201310","DOI":"10.1145\/1463434.1463471"},{"key":"254_CR35","doi-asserted-by":"crossref","unstructured":"Xiong H, Shekhar S, Huang Y, Kumar V, Ma X, Yoo JS (2004) A framework for discovering co-location patterns in data sets with extended spatial objects. In: Proceedings of 2004 SAIM international conference on data mining, pp 78\u201389","DOI":"10.1137\/1.9781611972740.8"},{"issue":"10","key":"254_CR36","doi-asserted-by":"crossref","first-page":"1323","DOI":"10.1109\/TKDE.2006.150","volume":"18","author":"JS Yoo","year":"2006","unstructured":"Yoo JS, Shekhar S (2006) A joinless approach for mining spatial colocation patterns. IEEE Trans Knowl Data Eng 18(10):1323\u20131337","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"254_CR37","doi-asserted-by":"crossref","unstructured":"Yoo JS, Shekhar S, Smith J, Kumquat JP (2004) A partial join approach for mining co-location patterns. In: Proceedings of the 12th ACM international workshop on geographic information systems, pp 241\u2013249","DOI":"10.1145\/1032222.1032258"},{"issue":"1","key":"254_CR38","first-page":"55","volume":"8","author":"J Han","year":"2004","unstructured":"Han J, Pei J, Yin Y, Mao R (2004) Mining frequent patterns without candidate generation: A frequent-pattern tree approach. Data Mining Knowl Discov 8 (1):55\u201387","journal-title":"Data Mining Knowl Discov"},{"key":"254_CR39","doi-asserted-by":"crossref","unstructured":"Antonie L, Li J, Zaiane OR (2014) Negative Association Rules. In: Frequent Pattern Mining, pp. 135\u2013145. Springer","DOI":"10.1007\/978-3-319-07821-2_6"},{"key":"254_CR40","doi-asserted-by":"crossref","unstructured":"Li J, Zaiane OR, Osornio-Vargas A (2014) Discovering Statistically Significant Co-location Rules in Datasets with Extended Spatial Objects. In: Proc. of the 16th International Conference on Data Warehousing and Knowledge Discovery, pp. 124\u2013135","DOI":"10.1007\/978-3-319-10160-6_12"},{"key":"254_CR41","doi-asserted-by":"crossref","unstructured":"Li J, Zaiane O.R (2015) Associative Classification with Statistically Significant Positive and Negative Rules. In: Proc. of the 24th ACM International on Conference on Information and Knowledge Management, pp. 633\u2013642","DOI":"10.1145\/2806416.2806524"}],"container-title":["GeoInformatica"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10707-016-0254-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10707-016-0254-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10707-016-0254-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10707-016-0254-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,6]],"date-time":"2019-09-06T13:33:47Z","timestamp":1567776827000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10707-016-0254-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,4,12]]},"references-count":41,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2016,10]]}},"alternative-id":["254"],"URL":"https:\/\/doi.org\/10.1007\/s10707-016-0254-1","relation":{},"ISSN":["1384-6175","1573-7624"],"issn-type":[{"value":"1384-6175","type":"print"},{"value":"1573-7624","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,4,12]]}}}