{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,3]],"date-time":"2025-12-03T17:37:33Z","timestamp":1764783453107},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2012,11,5]],"date-time":"2012-11-05T00:00:00Z","timestamp":1352073600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/2.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["BMC Med Inform Decis Mak"],"published-print":{"date-parts":[[2012,12]]},"DOI":"10.1186\/1472-6947-12-124","type":"journal-article","created":{"date-parts":[[2012,11,5]],"date-time":"2012-11-05T19:20:51Z","timestamp":1352143251000},"source":"Crossref","is-referenced-by-count":76,"title":["A data-driven epidemiological prediction method for dengue outbreaks using local and remote sensing data"],"prefix":"10.1186","volume":"12","author":[{"given":"Anna L","family":"Buczak","sequence":"first","affiliation":[]},{"given":"Phillip T","family":"Koshute","sequence":"additional","affiliation":[]},{"given":"Steven M","family":"Babin","sequence":"additional","affiliation":[]},{"given":"Brian H","family":"Feighner","sequence":"additional","affiliation":[]},{"given":"Sheryl H","family":"Lewis","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,11,5]]},"reference":[{"issue":"5","key":"584_CR1","doi-asserted-by":"crossref","first-page":"489","DOI":"10.4269\/ajtmh.1995.53.489","volume":"53","author":"DA Focks","year":"1995","unstructured":"Focks DA, Daniels E, Haile DG, Keesling JE: A simulation model of the epidemiology of urban dengue fever: literature analysis, model development, preliminary validation, and samples of simulation results. Am J Trop Med Hyg. 1995, 53 (5): 489-506.","journal-title":"Am J Trop Med Hyg"},{"issue":"7353","key":"584_CR2","doi-asserted-by":"publisher","first-page":"1563","DOI":"10.1136\/bmj.324.7353.1563","volume":"324","author":"RV Gibbons","year":"2002","unstructured":"Gibbons RV, Vaughn DW: Dengue: an escalating problem. BMJ. 2002, 324 (7353): 1563-1566. 10.1136\/bmj.324.7353.1563.","journal-title":"BMJ"},{"key":"584_CR3","volume-title":"Dengue Guidelines for Diagnosis, Treatment, Prevention and Control","author":"TDR\/WHO","year":"2009","unstructured":"TDR\/WHO: Dengue Guidelines for Diagnosis, Treatment, Prevention and Control. 2009, Geneva: World Health Organization, Available:\n                    http:\/\/whqlibdoc.who.int\/publications\/2009\/9789241547871_eng.pdf\n                    \n                  . Accessed 26 October 2012,"},{"issue":"1","key":"584_CR4","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1097\/PCC.0b013e3181e911a7","volume":"12","author":"S Ranjit","year":"2010","unstructured":"Ranjit S, Kissoon N: Dengue hemorrhagic fever and shock syndromes. Pediatr Crit Care Med. 2010, 12 (1): 90-100.","journal-title":"Pediatr Crit Care Med"},{"key":"584_CR5","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1016\/S1473-3099(01)00171-2","volume":"2","author":"MG Guzman","year":"2002","unstructured":"Guzman MG, Kouri G: Dengue: an update. Lancet Infect Dis. 2002, 2: 33-42. 10.1016\/S1473-3099(01)00171-2.","journal-title":"Lancet Infect Dis"},{"key":"584_CR6","first-page":"1644","volume":"370","author":"SB Halsted","year":"2007","unstructured":"Halsted SB: Dengue. Lancet Infect Dis. 2007, 370: 1644-1652.","journal-title":"Lancet Infect Dis"},{"issue":"19","key":"584_CR7","first-page":"577","volume":"59","author":"US Centers for Disease Control and Prevention","year":"2010","unstructured":"US Centers for Disease Control and Prevention: Locally Acquired Dengue \u2013 Key West, Florida 2009\u20132010. MMWR. 2010, 59 (19): 577-581.","journal-title":"MMWR"},{"key":"584_CR8","volume-title":"Control of Communicable Diseases Manual","year":"2008","unstructured":"Control of Communicable Diseases Manual. Edited by: Heymann DL. 2008, Washington DC: American Public Health Association, 19","edition":"19"},{"issue":"3","key":"584_CR9","doi-asserted-by":"publisher","first-page":"302","DOI":"10.1097\/QCO.0b013e328329ae32","volume":"22","author":"GK Tan","year":"2009","unstructured":"Tan GK, Alonso S: Pathogenesis and prevention of dengue virus infection: state of the art. Curr Opin Infect Dis. 2009, 22 (3): 302-308. 10.1097\/QCO.0b013e328329ae32.","journal-title":"Curr Opin Infect Dis"},{"key":"584_CR10","doi-asserted-by":"publisher","first-page":"014011","DOI":"10.1088\/1748-9326\/4\/1\/014011","volume":"4","author":"DO Fuller","year":"2009","unstructured":"Fuller DO, Troyo A, Beier JC: El Nino Southern Oscillation and vegetation dynamics as predictors of dengue fever cases in Costa Rica. Environ Res Lett. 2009, 4: 014011-10.1088\/1748-9326\/4\/1\/014011.","journal-title":"Environ Res Lett"},{"key":"584_CR11","first-page":"29","volume":"32","author":"MAHZ Choudhury","year":"2008","unstructured":"Choudhury MAHZ, Banu S, Islam MA: Forecasting dengue incidence in Dhaka, Bangladesh: a time series analysis. DF Bulletin. 2008, 32: 29-37.","journal-title":"DF Bulletin"},{"key":"584_CR12","first-page":"216","volume":"32","author":"S Wongkoon","year":"2007","unstructured":"Wongkoon S, Jaroensutasinee M, Jaroensutasinee K: Predicting DHF incidence in northern Thailand using time series analysis technique. World Academy of Science, Engineering and Technology. 2007, 32: 216-220.","journal-title":"World Academy of Science, Engineering and Technology"},{"key":"584_CR13","doi-asserted-by":"publisher","first-page":"344","DOI":"10.1038\/nature02225","volume":"427","author":"DAT Cummings","year":"2004","unstructured":"Cummings DAT, Irizarry RA, Huang NE, Endy TP, Nisalak A, Ungchusak K, Burke DS: Travelling waves in the occurrence of dengue haemorrhagic fever in Thailand. Nature. 2004, 427: 344-347. 10.1038\/nature02225.","journal-title":"Nature"},{"key":"584_CR14","first-page":"165","volume-title":"The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. XXXVII, Part B8","author":"KP Bhandari","year":"2008","unstructured":"Bhandari KP, Raju PLN, Sokhi BS: Application of GIS modeling for dengue fever prone area based on socio-cultural and environmental factors \u2013 a case study of Delhi city zone. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. XXXVII, Part B8. 2008, 165-170. Beijing, China"},{"key":"584_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/ITSIM.2008.4632022","volume":"3","author":"NA Husin","year":"2008","unstructured":"Husin NA, Salim N, Ahmad AR: Modeling of dengue outbreak prediction in Malaysia: a comparison of neural network and nonlinear regression model. IEEE International Symposium on Information Technology (ITSim 2008). 2008, 3: 1-4. Kuala Lumpur, Malaysia","journal-title":"IEEE International Symposium on Information Technology (ITSim 2008)"},{"key":"584_CR16","first-page":"359","volume-title":"5th International Advanced Technologies Symposium (IATS\u201909)","author":"BG Cetiner","year":"2009","unstructured":"Cetiner BG, Sari M, Aburas HM: Recognition of dengue disease patterns using artificial neural networks. 5th International Advanced Technologies Symposium (IATS\u201909). 2009, Karabuk, 359-362."},{"key":"584_CR17","first-page":"210","volume-title":"IEEE International Symposium on Communications and Information Technologies (ISCIT 2008)","author":"N Rachata","year":"2008","unstructured":"Rachata N, Charoenkwan P, Yooyativong T, Camnongthai K, Lursinsap C, Higachi K: Automatic prediction system of dengue haemorrhagic-fever outbreak risk by using entropy and artificial neural network. IEEE International Symposium on Communications and Information Technologies (ISCIT 2008). 2008, 210-214. 21\u201323 October 2008, Lao"},{"key":"584_CR18","first-page":"1276","volume-title":"2007 IEEE Congress on Evolutionary Computation (CEC 2007)","author":"X Fu","year":"2007","unstructured":"Fu X, Liew C, Soh H, Lee G, Hung T, Ng L-C: Time-series infectious disease data analysis using SVM and genetic algorithm. 2007 IEEE Congress on Evolutionary Computation (CEC 2007). 2007, 1276-1280. Singapore, 25\u201328 September 2007"},{"key":"584_CR19","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1080\/09603120801966043","volume":"4","author":"H Halide","year":"2008","unstructured":"Halide H, Ridd P: A predictive model for dengue hemorrhagic fever epidemics. International J Environ Health Research. 2008, 4: 253-265.","journal-title":"International J Environ Health Research"},{"key":"584_CR20","doi-asserted-by":"publisher","first-page":"e545","DOI":"10.1371\/journal.pntd.0000545","volume":"3","author":"NA Hon\u00f3rio","year":"2009","unstructured":"Hon\u00f3rio NA, Nogueira RMR, Codeco CT, Carvalho MS, Cruz OG, Magalhaes MAFM, de Araujo JMG, de Araujo ESM, Gomes MQ, Pinheiro LS, Pinel CS, de Oliveira L: Spatial evaluation and modeling of dengue seroprevalence and vector density in Rio de Janeiro, Brazil. PLoS Negl Trop Dis. 2009, 3: e545-","journal-title":"PLoS Negl Trop Dis"},{"key":"584_CR21","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1111\/j.1365-2915.2009.00848.x","volume":"24","author":"P Barbazan","year":"2010","unstructured":"Barbazan P, Guiserix M, Boonyuan W, Tuntaprasart W, Pontier D, Gonzalez J-P: Modelling the effect of temperature on transmission of dengue. Medical and Veterinary Entomology. 2010, 24: 66-73. 10.1111\/j.1365-2915.2009.00848.x.","journal-title":"Medical and Veterinary Entomology"},{"key":"584_CR22","doi-asserted-by":"publisher","first-page":"809","DOI":"10.1175\/1520-0426(1998)015<0809:TTRMMT>2.0.CO;2","volume":"15","author":"C Kummerow","year":"1998","unstructured":"Kummerow C, Barnes W, Kozu T, Shiue J, Simpson J: The Tropical Rainfall Measuring Mission (TRMM) sensor package. J. Atmos. Ocean. Technol. 1998, 15: 809-817. 10.1175\/1520-0426(1998)015<0809:TTRMMT>2.0.CO;2.","journal-title":"J. Atmos. Ocean. Technol"},{"key":"584_CR23","doi-asserted-by":"publisher","first-page":"e9450","DOI":"10.1371\/journal.pone.0009450","volume":"5","author":"RP Soebiyanto","year":"2010","unstructured":"Soebiyanto RP, Adimi F, Kiang RK: Modeling and predicting seasonal influenza transmission in warm regions using climatological parameters. PLoS One. 2010, 5: e9450-10.1371\/journal.pone.0009450.","journal-title":"PLoS One"},{"key":"584_CR24","first-page":"137","volume":"68","author":"A Anyamba","year":"2002","unstructured":"Anyamba A, Linthicum KJ, Mahoney R, Tucker CJ, Kelley PW: Mapping potential risk of Rift Valley Fever outbreaks in African savannas using vegetation index time series data. Photogramm. Engr. Remote Sens. 2002, 68: 137-145.","journal-title":"Photogramm. Engr. Remote Sens"},{"key":"584_CR25","first-page":"99","volume":"107","author":"S Hales","year":"1999","unstructured":"Hales S, Weinstein P, Souares Y, Woodward A: El Nino and the dynamics of vectorborne disease transmission. Environ Health Perspect. 1999, 107: 99-102.","journal-title":"Environ Health Perspect"},{"key":"584_CR26","doi-asserted-by":"publisher","first-page":"e1000168","DOI":"10.1371\/journal.pmed.1000168","volume":"6","author":"MA Johansson","year":"2009","unstructured":"Johansson MA, Cummings DAT, Glass GE: Multiyear climate variability and dengue \u2013 El Nino Southern Oscillation, weather, and dengue incidence in Puerto Rico, Mexico, and Thailand: a longitudinal data analysis. PLoS Med. 2009, 6: e1000168-10.1371\/journal.pmed.1000168.","journal-title":"PLoS Med"},{"key":"584_CR27","doi-asserted-by":"publisher","first-page":"307","DOI":"10.1136\/oem.2008.044966","volume":"67","author":"W Hu","year":"2010","unstructured":"Hu W, Clements A, Williams G, Tong S: Dengue fever and El Nino\/Southern Oscillation in Queensland, Australia: a time series predictive model. Occup Environ Med. 2010, 67: 307-311. 10.1136\/oem.2008.044966.","journal-title":"Occup Environ Med"},{"key":"584_CR28","volume-title":"MMWR Weeks","author":"US Centers for Disease Control and Prevention","year":"2012","unstructured":"US Centers for Disease Control and Prevention: MMWR Weeks. 2012, Available:\n                    http:\/\/www.cdc.gov\/nndss\/document\/MMWR_Week_overview.pdf\n                    \n                   Accessed 26 October 2012,"},{"key":"584_CR29","volume-title":"Mirador Earth Science Data Search Tool","author":"US National Aeronautics and Space Administration Goddard Earth Sciences Data and Information Services Center","year":"2012","unstructured":"US National Aeronautics and Space Administration Goddard Earth Sciences Data and Information Services Center: Mirador Earth Science Data Search Tool. 2012, Available:\n                    http:\/\/mirador.gsfc.nasa.gov\/\n                    \n                   Accessed 26 October 2012,"},{"key":"584_CR30","unstructured":"Mathworks: MATLAB. Available:\n                    http:\/\/www.mathworks.com\/products\/matlab\/index.html\n                    \n                   Accessed 26 October 2012,"},{"key":"584_CR31","unstructured":"US Geological Survey: Land Processes Distributed Active Archive Center. Available:\n                    https:\/\/lpdaac.usgs.gov\/get_data\n                    \n                   Accessed 26 October 2012,"},{"issue":"10","key":"584_CR32","doi-asserted-by":"publisher","first-page":"e116","DOI":"10.1371\/journal.ppat.0030116","volume":"3","author":"S Kalluri","year":"2007","unstructured":"Kalluri S, Gilruth P, Rogers D, Szczur M: Surveillance of arthropod vector-borne infectious diseases using remote sensing techniques: a review. PLoS Pathog. 2007, 3 (10): e116-10.1371\/journal.ppat.0030116.","journal-title":"PLoS Pathog"},{"key":"584_CR33","doi-asserted-by":"crossref","unstructured":"Ferreira NC, Ferreira LG, Huete AR: Assessing the response of the MODIS vegetation indices to landscape disturbance in the forested areas of the legal Brazilian Amazon. International J Remote Sensing. 31 (3): 745-759.","DOI":"10.1080\/01431160902897817"},{"key":"584_CR34","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1016\/j.rse.2004.08.015","volume":"94","author":"X Xiao","year":"2005","unstructured":"Xiao X, Zhang Q, Saleska S, Hutyra L, De Camargo P, Wofsy S, Frolking S, Boles S, Keller M, Moore B: Satellite-based modeling of gross primary production in a seasonally moist tropical evergreen forest. Remote Sensing Environ. 2005, 94: 105-122. 10.1016\/j.rse.2004.08.015.","journal-title":"Remote Sensing Environ"},{"key":"584_CR35","unstructured":"Climate and Global Dynamics Section, US National Center for Atmospheric Research, University Corporation for Atmospheric Research: Southern Oscillation Index Data. Available:\n                    http:\/\/www.cgd.ucar.edu\/cas\/catalog\/climind\/SOI.signal.ascii\n                    \n                   Accessed 26 October 2012,"},{"key":"584_CR36","volume-title":"Monthly and Weekly Nino 3.4 Region SST Index: East Central Tropical Pacific","author":"Global Change Master Directory, US National Aeronautics and Space Administration Goddard Space Flight Center","year":"2012","unstructured":"Global Change Master Directory, US National Aeronautics and Space Administration Goddard Space Flight Center: Monthly and Weekly Nino 3.4 Region SST Index: East Central Tropical Pacific. 2012, Available:\n                    http:\/\/gcmd.nasa.gov\/records\/GCMD_NOAA_NWS_CPC_NINO34.html\n                    \n                   Accessed 26 October 2012,"},{"key":"584_CR37","volume-title":"Worldwide Governance Indicators","author":"The World Bank Group","year":"2012","unstructured":"The World Bank Group: Worldwide Governance Indicators. 2012, Available:\n                    http:\/\/info.worldbank.org\/governance\/wgi\/index.asp\n                    \n                   Accessed 26 October 2012,"},{"key":"584_CR38","unstructured":"Peru National Institute of Statistics and Information. 2007, Peru: Census, Available:\n                    http:\/\/www.inei.gob.pe\/\n                    \n                   Accessed 26 October 2012,"},{"key":"584_CR39","unstructured":"US National Oceanic and Atmospheric Administration, National Geophysical Data Center: Topographic and Digital Terrain Data. Available\n                    http:\/\/www.ngdc.noaa.gov\/cgi-bin\/mgg\/ff\/nph-newform.pl\/mgg\/topo\/\n                    \n                   Accessed 26 October 2012,"},{"key":"584_CR40","volume-title":"Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining: Workshop on Intelligence and Security Informatics","author":"AL Buczak","year":"2010","unstructured":"Buczak AL, Gifford CM: Fuzzy association rule mining for community crime pattern discovery. Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining: Workshop on Intelligence and Security Informatics. 2010, Washington, D.C: Association for Computing Machinery, July 2010"},{"issue":"1","key":"584_CR41","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1145\/273244.273257","volume":"27","author":"CM Kuok","year":"1998","unstructured":"Kuok CM, Fu A, Wong MH: Mining fuzzy association rules in databases. ACM SIGMOD Record. 1998, 27 (1): 41-46. 10.1145\/273244.273257. New York, NY","journal-title":"ACM SIGMOD Record"},{"issue":"3","key":"584_CR42","doi-asserted-by":"publisher","first-page":"338","DOI":"10.1016\/S0019-9958(65)90241-X","volume":"8","author":"LA Zadeh","year":"1965","unstructured":"Zadeh LA: Fuzzy Sets. Information and Control. 1965, 8 (3): 338-353. 10.1016\/S0019-9958(65)90241-X.","journal-title":"Information and Control"},{"key":"584_CR43","first-page":"80","volume-title":"Proceedings of 4th International Conference on Knowledge Discovery Data Mining (KDD)","author":"B Liu","year":"1998","unstructured":"Liu B, Hsu W, Ma Y: Integrating classification and association rule mining. Proceedings of 4th International Conference on Knowledge Discovery Data Mining (KDD). 1998, New York: AAAI Press, 80-86."},{"key":"584_CR44","first-page":"207","volume-title":"Proceedings of the International Conference on Management of Data","author":"R Agrawal","year":"1993","unstructured":"Agrawal R, Imielinski T, Swami A: Mining association rules between sets of items in large databases. Proceedings of the International Conference on Management of Data. 1993, Washington, DC: Association for Computing Machinery, 207-216."},{"key":"584_CR45","first-page":"1","volume-title":"Proceedings of the International Conference on Management of Data","author":"R Srikant","year":"1996","unstructured":"Srikant R, Agrawal R: Mining quantitative association rules in large relational tables. Proceedings of the International Conference on Management of Data. 1996, Montreal: Association for Computing Machinery, 1-12."},{"key":"584_CR46","first-page":"2079","volume":"11","author":"GC Cawley","year":"2010","unstructured":"Cawley GC, Talbot NLC: On over-fitting in model selection and subsequent selection bias in performance evaluation. J Machine Learning Res. 2010, 11: 2079-2107.","journal-title":"J Machine Learning Res"}],"container-title":["BMC Medical Informatics and Decision Making"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1186\/1472-6947-12-124\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-12-124.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-12-124","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-12-124.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,1,22]],"date-time":"2019-01-22T15:37:12Z","timestamp":1548171432000},"score":1,"resource":{"primary":{"URL":"https:\/\/bmcmedinformdecismak.biomedcentral.com\/articles\/10.1186\/1472-6947-12-124"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,11,5]]},"references-count":46,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2012,12]]}},"alternative-id":["584"],"URL":"https:\/\/doi.org\/10.1186\/1472-6947-12-124","relation":{},"ISSN":["1472-6947"],"issn-type":[{"value":"1472-6947","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,11,5]]},"article-number":"124"}}