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Volumn 2, Issue 3, 2011, Pages 125-133

Spatial modelling of disease using data- and knowledge-driven approaches

Author keywords

Data driven; Disease distribution; Knowledge driven; Mapping; Spatial modelling

Indexed keywords

ARTICLE; CLASSIFICATION; DECISION TREE; ECOLOGICAL NICHE FACTOR ANALYSIS; ECOLOGICAL NICHE MODEL; FACTORIAL ANALYSIS; FUZZY LOGIC; GENETIC ALGORITHM; GENETIC ALGORITHM FOR RULE SET PRODUCTION; GIS BASED MULTICRITERIA DECISION ANALYSIS; INFORMATION PROCESSING; INTERMETHOD COMPARISON; KNOWLEDGE; MACHINE LEARNING; MAXIMUM ENTROPY; MODEL; PRIORITY JOURNAL; RANDOMIZATION; REGRESSION ANALYSIS; SPATIAL MODEL; STATISTICAL MODEL; UNCERTAINTY; VALIDATION PROCESS;

EID: 80051787178     PISSN: 18775845     EISSN: 18775853     Source Type: Journal    
DOI: 10.1016/j.sste.2011.07.007     Document Type: Article
Times cited : (81)

References (107)
  • 1
    • 31544480043 scopus 로고    scopus 로고
    • Analysis of genetic algorithm for rule-set production (GARP) modeling approach for predicting distributions of fleas implicated as vectors of plague, Yersinia pestis, in California
    • Adjemian J.C.Z., Girvetz E.H., Beckett L., Foley J.E. Analysis of genetic algorithm for rule-set production (GARP) modeling approach for predicting distributions of fleas implicated as vectors of plague, Yersinia pestis, in California. J Med Entomol 2006, 43:93-103.
    • (2006) J Med Entomol , vol.43 , pp. 93-103
    • Adjemian, J.C.Z.1    Girvetz, E.H.2    Beckett, L.3    Foley, J.E.4
  • 2
  • 3
    • 33646557004 scopus 로고    scopus 로고
    • Error and uncertainty in habitat models
    • Barry S., Elith J. Error and uncertainty in habitat models. J Appl Ecol 2006, 43:413-423.
    • (2006) J Appl Ecol , vol.43 , pp. 413-423
    • Barry, S.1    Elith, J.2
  • 4
    • 34247262629 scopus 로고    scopus 로고
    • Spread of the tiger: global risk of invasion by the mosquito Aedes albopictus
    • Benedict M., Levine R., Hawley W., Lounibos L. Spread of the tiger: global risk of invasion by the mosquito Aedes albopictus. Vector Borne Zoonotic Dis 2007, 7:76-85.
    • (2007) Vector Borne Zoonotic Dis , vol.7 , pp. 76-85
    • Benedict, M.1    Levine, R.2    Hawley, W.3    Lounibos, L.4
  • 5
    • 39049149073 scopus 로고    scopus 로고
    • Modeling the geographic distribution of Bacillus anthracis, the causative agent of anthrax disease, for the contiguous United States using predictive ecologic niche modeling
    • Blackburn J.K., McNyset K.M., Curtis A., Hugh-Jones M.E. Modeling the geographic distribution of Bacillus anthracis, the causative agent of anthrax disease, for the contiguous United States using predictive ecologic niche modeling. Am J Trop Med Hyg 2007, 77:1103-1110.
    • (2007) Am J Trop Med Hyg , vol.77 , pp. 1103-1110
    • Blackburn, J.K.1    McNyset, K.M.2    Curtis, A.3    Hugh-Jones, M.E.4
  • 7
    • 43049161172 scopus 로고    scopus 로고
    • Living on the edge - modelling habitat suitability for species at the edge of their fundamental niche
    • Braunisch V., Bollmann K., Graf R., Hirzel A. Living on the edge - modelling habitat suitability for species at the edge of their fundamental niche. Ecol Modell 2008, 214:153-167.
    • (2008) Ecol Modell , vol.214 , pp. 153-167
    • Braunisch, V.1    Bollmann, K.2    Graf, R.3    Hirzel, A.4
  • 8
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman L. Bagging predictors. Mach Learn 1996, 26:123-140.
    • (1996) Mach Learn , vol.26 , pp. 123-140
    • Breiman, L.1
  • 9
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L. Random forests. Mach Learn 2001, 45:15-32.
    • (2001) Mach Learn , vol.45 , pp. 15-32
    • Breiman, L.1
  • 11
    • 80051599328 scopus 로고    scopus 로고
    • Ecological modeling of the spatial distribution of wild waterbirds to identify the main areas where avian influenza viruses are circulating in the Inner Niger Delta, Mali
    • Cappelle J., Girard O., Fofana B., Gaidet N., Gilbert M. Ecological modeling of the spatial distribution of wild waterbirds to identify the main areas where avian influenza viruses are circulating in the Inner Niger Delta, Mali. EcoHealth 2010, 1-11.
    • (2010) EcoHealth , pp. 1-11
    • Cappelle, J.1    Girard, O.2    Fofana, B.3    Gaidet, N.4    Gilbert, M.5
  • 13
    • 33845725160 scopus 로고    scopus 로고
    • Application of knowledge-driven spatial modelling approaches and uncertainty management to a study of Rift Valley fever in Africa
    • Clements A.C.A., Pfeiffer D.U., Martin V. Application of knowledge-driven spatial modelling approaches and uncertainty management to a study of Rift Valley fever in Africa. Int J Health Geog 2006, 5:57-69.
    • (2006) Int J Health Geog , vol.5 , pp. 57-69
    • Clements, A.C.A.1    Pfeiffer, D.U.2    Martin, V.3
  • 15
    • 76949105829 scopus 로고    scopus 로고
    • Ecological niche model of Phlebotomus alexandri and P. papatasi (Diptera: Psychodidae) in the Middle East
    • Colacicco-Mayhugh M.G., Masuoka P.M., Grieco J.P. Ecological niche model of Phlebotomus alexandri and P. papatasi (Diptera: Psychodidae) in the Middle East. Int J Health Geog 2010, 9:2.
    • (2010) Int J Health Geog , vol.9 , pp. 2
    • Colacicco-Mayhugh, M.G.1    Masuoka, P.M.2    Grieco, J.P.3
  • 17
    • 34247115449 scopus 로고    scopus 로고
    • Boosted trees for ecological modeling and prediction
    • De'ath G. Boosted trees for ecological modeling and prediction. Ecology 2007, 88:243-251.
    • (2007) Ecology , vol.88 , pp. 243-251
    • De'ath, G.1
  • 18
    • 0033749212 scopus 로고    scopus 로고
    • Classification and regression trees: a powerful yet simple technique for ecological data analysis
    • De'ath G., Fabricius K. Classification and regression trees: a powerful yet simple technique for ecological data analysis. Ecology 2000, 81:3178-3192.
    • (2000) Ecology , vol.81 , pp. 3178-3192
    • De'ath, G.1    Fabricius, K.2
  • 19
    • 34250090619 scopus 로고
    • Learning with genetic algorithms: an overview
    • DeJong K. Learning with genetic algorithms: an overview. Mach Learn 1988, 3:121-138.
    • (1988) Mach Learn , vol.3 , pp. 121-138
    • DeJong, K.1
  • 20
    • 0001669805 scopus 로고
    • New methods for reasoning towards posterior distributions based on sample data
    • Dempster A.P. New methods for reasoning towards posterior distributions based on sample data. Ann Math Stat 1966, 37:355-374.
    • (1966) Ann Math Stat , vol.37 , pp. 355-374
    • Dempster, A.P.1
  • 21
    • 0000516376 scopus 로고
    • Upper and lower probabilities induced by a multivalued mapping
    • Dempster A.P. Upper and lower probabilities induced by a multivalued mapping. Ann Math Stat 1967, 38:325-339.
    • (1967) Ann Math Stat , vol.38 , pp. 325-339
    • Dempster, A.P.1
  • 22
    • 80051793787 scopus 로고    scopus 로고
    • GIS and uncertainty management: new directions in software development
    • Eastman J.R. GIS and uncertainty management: new directions in software development. Lurralde 1997, 20:53-66.
    • (1997) Lurralde , vol.20 , pp. 53-66
    • Eastman, J.R.1
  • 25
    • 63849287596 scopus 로고    scopus 로고
    • Do they? How do they? WHY do they differ? On finding reasons for differing performances of species distribution models
    • Elith J., Graham C.H. Do they? How do they? WHY do they differ? On finding reasons for differing performances of species distribution models. Ecography 2009, 32:66-77.
    • (2009) Ecography , vol.32 , pp. 66-77
    • Elith, J.1    Graham, C.H.2
  • 26
    • 33645917058 scopus 로고    scopus 로고
    • Novel methods improve prediction of species' distributions from occurrence data
    • Elith J., Graham C., Anderson R., Dudik M., Ferrier S., Guisan A., et al. Novel methods improve prediction of species' distributions from occurrence data. Ecography 2006, 29:129-151.
    • (2006) Ecography , vol.29 , pp. 129-151
    • Elith, J.1    Graham, C.2    Anderson, R.3    Dudik, M.4    Ferrier, S.5    Guisan, A.6
  • 27
    • 44849118698 scopus 로고    scopus 로고
    • A working guide to boosted regression trees
    • Elith J., Leathwick J.R., Hastie T. A working guide to boosted regression trees. J Anim Ecol 2008, 77:802-813.
    • (2008) J Anim Ecol , vol.77 , pp. 802-813
    • Elith, J.1    Leathwick, J.R.2    Hastie, T.3
  • 28
    • 80051712007 scopus 로고    scopus 로고
    • Application of remote-sensing data and decision-tree analysis to mapping salt-affected soils over large areas
    • Elnaggar A.A., Noller J.S. Application of remote-sensing data and decision-tree analysis to mapping salt-affected soils over large areas. Remote Sens 2010, 2:151-165.
    • (2010) Remote Sens , vol.2 , pp. 151-165
    • Elnaggar, A.A.1    Noller, J.S.2
  • 29
    • 1942456846 scopus 로고    scopus 로고
    • An improved approach for predicting the distribution of rare and endangered species from occurrence and pseudo-absence data
    • Engler R., Guisan A., Rechsteiner L. An improved approach for predicting the distribution of rare and endangered species from occurrence and pseudo-absence data. J Appl Ecol 2004, 41:263-274.
    • (2004) J Appl Ecol , vol.41 , pp. 263-274
    • Engler, R.1    Guisan, A.2    Rechsteiner, L.3
  • 30
    • 36749076659 scopus 로고    scopus 로고
    • Climate niches of tick species in the Mediterranean region: modeling of occurrence data, distributional constraints and impact of climate change
    • Estrada-Pena A., Venzal J.M. Climate niches of tick species in the Mediterranean region: modeling of occurrence data, distributional constraints and impact of climate change. J Med Entomol 2007, 44:1130-1138.
    • (2007) J Med Entomol , vol.44 , pp. 1130-1138
    • Estrada-Pena, A.1    Venzal, J.M.2
  • 31
    • 0000250677 scopus 로고
    • Genetic algorithms in noisy environments
    • Fitzpatrick J.M., Grefenstette J.J. Genetic algorithms in noisy environments. Mach Learn 1988, 3:101-120.
    • (1988) Mach Learn , vol.3 , pp. 101-120
    • Fitzpatrick, J.M.1    Grefenstette, J.J.2
  • 32
    • 0029478629 scopus 로고
    • Predictive vegetation mapping: geographic modeling of biospatial patterns in relation to environmental gradients
    • Franklin J. Predictive vegetation mapping: geographic modeling of biospatial patterns in relation to environmental gradients. Prog Phys Geog 1995, 19:474-499.
    • (1995) Prog Phys Geog , vol.19 , pp. 474-499
    • Franklin, J.1
  • 36
    • 80051784347 scopus 로고    scopus 로고
    • Classification, similarity, and other methods for presence-only data
    • Cambridge University Press, New York
    • Franklin J. Classification, similarity, and other methods for presence-only data. Mapping species distribution: spatial inference and prediction 2009, 180-205. Cambridge University Press, New York.
    • (2009) Mapping species distribution: spatial inference and prediction , pp. 180-205
    • Franklin, J.1
  • 37
    • 80051800059 scopus 로고    scopus 로고
    • Experiments with a new boosting algorithm. Machine Learning: Proceedings of the 13th International Conference; San Francisco
    • Freund Y, Schapire R. Experiments with a new boosting algorithm. Machine Learning: Proceedings of the 13th International Conference; San Francisco. 1996.
    • (1996)
    • Freund, Y.1    Schapire, R.2
  • 38
    • 76249128178 scopus 로고    scopus 로고
    • Climate change and risk of leishmaniasis in North America: predictions from ecological niche models of vector and reservoir species
    • Gonzalez C., Wang O., Strutz S.E., Gonzalez-Salazar C., Sanchez-Cordero V., Sarkar S. Climate change and risk of leishmaniasis in North America: predictions from ecological niche models of vector and reservoir species. PLoS Negl Trop Dis 2010, 4:e585.
    • (2010) PLoS Negl Trop Dis , vol.4
    • Gonzalez, C.1    Wang, O.2    Strutz, S.E.3    Gonzalez-Salazar, C.4    Sanchez-Cordero, V.5    Sarkar, S.6
  • 39
    • 0000952820 scopus 로고
    • Field tests of theories concerning distributional control
    • Grinnell J. Field tests of theories concerning distributional control. Am Nat 1917, 51:115-128.
    • (1917) Am Nat , vol.51 , pp. 115-128
    • Grinnell, J.1
  • 40
    • 0034610199 scopus 로고    scopus 로고
    • Predictive habitat distribution models in ecology
    • Guisan A., Zimmermann N.E. Predictive habitat distribution models in ecology. Ecol Modell 2000, 135:147-186.
    • (2000) Ecol Modell , vol.135 , pp. 147-186
    • Guisan, A.1    Zimmermann, N.E.2
  • 43
    • 1642459211 scopus 로고    scopus 로고
    • Modeling habitat suitability for complex species distributions by environmental-distance geometric mean
    • Hirzel A., Arlettaz R. Modeling habitat suitability for complex species distributions by environmental-distance geometric mean. Environ Manage 2003, 32:614-623.
    • (2003) Environ Manage , vol.32 , pp. 614-623
    • Hirzel, A.1    Arlettaz, R.2
  • 44
    • 0003337955 scopus 로고    scopus 로고
    • Ecological-niche factor analysis: how to compute habitat-suitability maps without absence data?
    • Hirzel A., Hausser J., Chessel D., Perrin N. Ecological-niche factor analysis: how to compute habitat-suitability maps without absence data?. Ecology 2002, 83:2027-2036.
    • (2002) Ecology , vol.83 , pp. 2027-2036
    • Hirzel, A.1    Hausser, J.2    Chessel, D.3    Perrin, N.4
  • 45
    • 80051781619 scopus 로고    scopus 로고
    • Biomapper 1.0-4.0. Lab of Conservation Biology
    • Hirzel A, Hausser J, Perrin N. Biomapper 1.0-4.0. Lab of Conservation Biology 2007.
    • (2007)
    • Hirzel, A.1    Hausser, J.2    Perrin, N.3
  • 46
  • 47
    • 0001281379 scopus 로고
    • Homage to Santa Rosalia, or why are there so many kinds of animals
    • Hutchinson G. Homage to Santa Rosalia, or why are there so many kinds of animals. Am Nat 1959, 93:145-159.
    • (1959) Am Nat , vol.93 , pp. 145-159
    • Hutchinson, G.1
  • 48
    • 70149090852 scopus 로고    scopus 로고
    • Modeling of spatially referenced environmental and meteorological factors influencing the probability of Listeria species isolation from natural environments
    • Ivanek R., Grohn Y.T., Wells M.T., Lembo A.J., Sauders B.D., Wiedmann M. Modeling of spatially referenced environmental and meteorological factors influencing the probability of Listeria species isolation from natural environments. Appl Environ Microbiol 2009, 75:5893-5909.
    • (2009) Appl Environ Microbiol , vol.75 , pp. 5893-5909
    • Ivanek, R.1    Grohn, Y.T.2    Wells, M.T.3    Lembo, A.J.4    Sauders, B.D.5    Wiedmann, M.6
  • 49
    • 77949749434 scopus 로고    scopus 로고
    • Modeling the potential distribution of Bacillus anthracis under multiple climate change scenarios for Kazakhstan
    • Joyner T.A., Lukhnova L., Pazilov Y., Temiralyeva G., Hugh-Jones M.E., Aikimbayev A., et al. Modeling the potential distribution of Bacillus anthracis under multiple climate change scenarios for Kazakhstan. PLoS ONE 2010, 5:e9596.
    • (2010) PLoS ONE , vol.5
    • Joyner, T.A.1    Lukhnova, L.2    Pazilov, Y.3    Temiralyeva, G.4    Hugh-Jones, M.E.5    Aikimbayev, A.6
  • 50
    • 77949755723 scopus 로고    scopus 로고
    • High resolution niche models of malaria vectors in Northern Tanzania: a new capacity to predict malaria risk?
    • Kulkarni M.A., Desrochers R.E., Kerr J.T. High resolution niche models of malaria vectors in Northern Tanzania: a new capacity to predict malaria risk?. PLoS ONE 2010, 5:e9396.
    • (2010) PLoS ONE , vol.5
    • Kulkarni, M.A.1    Desrochers, R.E.2    Kerr, J.T.3
  • 51
    • 77957570106 scopus 로고    scopus 로고
    • Ecological niche modeling of potential West Nile virus vector mosquito species in Iowa
    • Larson S.R., DeGroote J.P., Bartholomay L.C., Sugumaran R. Ecological niche modeling of potential West Nile virus vector mosquito species in Iowa. J Insect Sci 2010, 10:1-17.
    • (2010) J Insect Sci , vol.10 , pp. 1-17
    • Larson, S.R.1    DeGroote, J.P.2    Bartholomay, L.C.3    Sugumaran, R.4
  • 52
    • 33745830853 scopus 로고    scopus 로고
    • Predicting climate-induced range shifts: model differences and model reliability
    • Lawler J.J., White D., Neilson R.P., Blaustein A.R. Predicting climate-induced range shifts: model differences and model reliability. Glob Change Biol 2006, 12:1568-1584.
    • (2006) Glob Change Biol , vol.12 , pp. 1568-1584
    • Lawler, J.J.1    White, D.2    Neilson, R.P.3    Blaustein, A.R.4
  • 54
    • 33749591316 scopus 로고    scopus 로고
    • Variation in demersal fish species richness in the oceans surrounding New Zealand: an analysis using boosted regression trees
    • Leathwick J.R., Elith J., Francis M.P., Hastie T., Taylor P. Variation in demersal fish species richness in the oceans surrounding New Zealand: an analysis using boosted regression trees. Mar Ecol Prog Ser 2006, 321:267-281.
    • (2006) Mar Ecol Prog Ser , vol.321 , pp. 267-281
    • Leathwick, J.R.1    Elith, J.2    Francis, M.P.3    Hastie, T.4    Taylor, P.5
  • 55
    • 1042276735 scopus 로고    scopus 로고
    • Geographic and ecologic distributions of the Anopheles gambiae complex predicted using a genetic algorithm
    • Levine R., Peterson A., Benedict M. Geographic and ecologic distributions of the Anopheles gambiae complex predicted using a genetic algorithm. Am J Trop Med Hyg 2004, 70:105-109.
    • (2004) Am J Trop Med Hyg , vol.70 , pp. 105-109
    • Levine, R.1    Peterson, A.2    Benedict, M.3
  • 56
    • 3342925355 scopus 로고    scopus 로고
    • Distribution of members of Anopheles quadrimaculatus say s.l. (Diptera: Culicidae) and implications for their roles in malaria transmission in the United States
    • Levine R., Peterson A., Benedict M. Distribution of members of Anopheles quadrimaculatus say s.l. (Diptera: Culicidae) and implications for their roles in malaria transmission in the United States. J Med Entomol 2004, 41:607-613.
    • (2004) J Med Entomol , vol.41 , pp. 607-613
    • Levine, R.1    Peterson, A.2    Benedict, M.3
  • 57
    • 20444488428 scopus 로고    scopus 로고
    • Selecting thresholds of occurrence in the prediction of species distributions
    • Liu C., Berry P.M., Dawson T.P., Pearson R.G. Selecting thresholds of occurrence in the prediction of species distributions. Ecography 2005, 28:385-393.
    • (2005) Ecography , vol.28 , pp. 385-393
    • Liu, C.1    Berry, P.M.2    Dawson, T.P.3    Pearson, R.G.4
  • 58
    • 38949161848 scopus 로고    scopus 로고
    • AUC: a misleading measure of the performance of predictive distribution models
    • Lobo J.M., Jiménez-Valverde A., Real R. AUC: a misleading measure of the performance of predictive distribution models. Glob Ecol Biogeog 2008, 17:145-151.
    • (2008) Glob Ecol Biogeog , vol.17 , pp. 145-151
    • Lobo, J.M.1    Jiménez-Valverde, A.2    Real, R.3
  • 60
    • 77951723681 scopus 로고    scopus 로고
    • Ecological niche modeling of Cryptococcus gattii in British Columbia, Canada
    • Mak S., Klinkenberg B., Bartlett K., Fyfe M. Ecological niche modeling of Cryptococcus gattii in British Columbia, Canada. Environ Health Perspect 2009, 118:653-658.
    • (2009) Environ Health Perspect , vol.118 , pp. 653-658
    • Mak, S.1    Klinkenberg, B.2    Bartlett, K.3    Fyfe, M.4
  • 61
    • 75149179232 scopus 로고    scopus 로고
    • Ecological niche modeling of Lyme Disease in British Columbia, Canada
    • Mak S., Morshed M., Henry B. Ecological niche modeling of Lyme Disease in British Columbia, Canada. J Med Entomol 2010, 47:99-105.
    • (2010) J Med Entomol , vol.47 , pp. 99-105
    • Mak, S.1    Morshed, M.2    Henry, B.3
  • 63
    • 0034013683 scopus 로고    scopus 로고
    • On the use of weighted linear combination method in GIS: common and best practice approaches
    • Malczewski J. On the use of weighted linear combination method in GIS: common and best practice approaches. Trans GIS 2000, 4:5-22.
    • (2000) Trans GIS , vol.4 , pp. 5-22
    • Malczewski, J.1
  • 64
    • 2442573841 scopus 로고    scopus 로고
    • GIS-based land-use suitability analysis: a critical overview
    • Malczewski J. GIS-based land-use suitability analysis: a critical overview. Prog Plann 2004, 62:3-65.
    • (2004) Prog Plann , vol.62 , pp. 3-65
    • Malczewski, J.1
  • 65
    • 33750948815 scopus 로고    scopus 로고
    • Ordered weighted averaging with fuzzy quantifiers: GIS-based multicriteria evaluation for land-use suitability analysis
    • Malczewski J. Ordered weighted averaging with fuzzy quantifiers: GIS-based multicriteria evaluation for land-use suitability analysis. Int J App Earth Obs Geoinf 2006, 8:270-277.
    • (2006) Int J App Earth Obs Geoinf , vol.8 , pp. 270-277
    • Malczewski, J.1
  • 66
    • 41049089257 scopus 로고    scopus 로고
    • Malaria in Africa: vector species' niche models and relative risk maps
    • Moffett A., Shackelford N., Sarkar S. Malaria in Africa: vector species' niche models and relative risk maps. PLoS ONE 2007, 2:e824.
    • (2007) PLoS ONE , vol.2
    • Moffett, A.1    Shackelford, N.2    Sarkar, S.3
  • 68
    • 54449095139 scopus 로고    scopus 로고
    • Ecological niche modeling for visceral leishmaniasis in the state of Bahia, Brazil, using genetic algorithm for rule-set prediction and growing degree day-water budget analysis
    • Nieto P., Malone J.B., Bavia M.E. Ecological niche modeling for visceral leishmaniasis in the state of Bahia, Brazil, using genetic algorithm for rule-set prediction and growing degree day-water budget analysis. Geospat Health 2006, 1:115-126.
    • (2006) Geospat Health , vol.1 , pp. 115-126
    • Nieto, P.1    Malone, J.B.2    Bavia, M.E.3
  • 69
    • 49249102441 scopus 로고    scopus 로고
    • Machine learning methods without tears: a primer for ecologists
    • Olden J.D., Lawler J.J., Poff N.L. Machine learning methods without tears: a primer for ecologists. Quart Rev Biol 2008, 83:171-193.
    • (2008) Quart Rev Biol , vol.83 , pp. 171-193
    • Olden, J.D.1    Lawler, J.J.2    Poff, N.L.3
  • 70
    • 52149109948 scopus 로고    scopus 로고
    • Use of data mining techniques to investigate disease risk classification as a proxy for compromised biosecurity of cattle herds in Wales
    • Ortiz-Pelaez A., Pfeiffer D. Use of data mining techniques to investigate disease risk classification as a proxy for compromised biosecurity of cattle herds in Wales. BMC Vet Res 2008, 4:24.
    • (2008) BMC Vet Res , vol.4 , pp. 24
    • Ortiz-Pelaez, A.1    Pfeiffer, D.2
  • 71
    • 33646242418 scopus 로고    scopus 로고
    • Modelling distribution and abundance with presence-only data
    • Pearce J.L., Boyce M.S. Modelling distribution and abundance with presence-only data. J Appl Ecol 2006, 43:405-412.
    • (2006) J Appl Ecol , vol.43 , pp. 405-412
    • Pearce, J.L.1    Boyce, M.S.2
  • 73
    • 33845423949 scopus 로고    scopus 로고
    • Ecological niche modeling and spatial patterns of disease transmission
    • Peterson A. Ecological niche modeling and spatial patterns of disease transmission. Emerg Infect Dis 2006, 12:1822-1826.
    • (2006) Emerg Infect Dis , vol.12 , pp. 1822-1826
    • Peterson, A.1
  • 74
    • 44149097001 scopus 로고    scopus 로고
    • Ecological niche modelling and understanding the geography of disease transmission
    • Peterson A.T. Ecological niche modelling and understanding the geography of disease transmission. Vet Ital 2007, 43:393-400.
    • (2007) Vet Ital , vol.43 , pp. 393-400
    • Peterson, A.T.1
  • 75
    • 0142029119 scopus 로고    scopus 로고
    • Lutzomyia vectors for cutaneous leishmaniasis in Southern Brazil: ecological niche models, predicted geographic distributions, and climate change effects
    • Peterson A., Shaw J. Lutzomyia vectors for cutaneous leishmaniasis in Southern Brazil: ecological niche models, predicted geographic distributions, and climate change effects. Int J Parasitol 2003, 33:919-931.
    • (2003) Int J Parasitol , vol.33 , pp. 919-931
    • Peterson, A.1    Shaw, J.2
  • 76
    • 1442350417 scopus 로고    scopus 로고
    • Using epidemiological survey data to infer geographic distributions of leishmaniasis vector species
    • Peterson A.T., Pereira R.S., Neves V.F.D.C. Using epidemiological survey data to infer geographic distributions of leishmaniasis vector species. Rev Soc Bras Med Trop 2004, 37:10-14.
    • (2004) Rev Soc Bras Med Trop , vol.37 , pp. 10-14
    • Peterson, A.T.1    Pereira, R.S.2    Neves, V.F.D.C.3
  • 77
    • 40649115205 scopus 로고    scopus 로고
    • Rethinking receiver operating characteristic analysis applications in ecological niche modeling
    • Peterson A., Papes M., Soberon J. Rethinking receiver operating characteristic analysis applications in ecological niche modeling. Ecol Modell 2008, 213:63-72.
    • (2008) Ecol Modell , vol.213 , pp. 63-72
    • Peterson, A.1    Papes, M.2    Soberon, J.3
  • 80
    • 41449100102 scopus 로고    scopus 로고
    • Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation
    • Phillips S.J., Dudík M. Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation. Ecography 2008, 31:161-175.
    • (2008) Ecography , vol.31 , pp. 161-175
    • Phillips, S.J.1    Dudík, M.2
  • 81
    • 14344261668 scopus 로고    scopus 로고
    • A maximum entropy approach to species distribution modeling. Proceedings of the 21st international conference on machine learning; New York
    • Phillips SJ, Dudik M, Schapire RE. A maximum entropy approach to species distribution modeling. Proceedings of the 21st international conference on machine learning; New York. 2004.
    • (2004)
    • Phillips, S.J.1    Dudik, M.2    Schapire, R.E.3
  • 82
    • 27944446350 scopus 로고    scopus 로고
    • Maximum entropy modeling of species geographic distributions
    • Phillips S., Anderson R., Schapier R. Maximum entropy modeling of species geographic distributions. Ecol Modell 2006, 190:231-259.
    • (2006) Ecol Modell , vol.190 , pp. 231-259
    • Phillips, S.1    Anderson, R.2    Schapier, R.3
  • 83
    • 63849333773 scopus 로고    scopus 로고
    • Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data
    • Phillips S.J., Dudik M., Elith J., Graham C.H., Lehmann A., Leathwick J., et al. Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data. Ecol App 2009, 19:181-197.
    • (2009) Ecol App , vol.19 , pp. 181-197
    • Phillips, S.J.1    Dudik, M.2    Elith, J.3    Graham, C.H.4    Lehmann, A.5    Leathwick, J.6
  • 84
    • 33645330972 scopus 로고    scopus 로고
    • Newer classification and regression tree techniques: bagging and random forests for ecological prediction
    • Prasad A., Iverson L., Liaw A. Newer classification and regression tree techniques: bagging and random forests for ecological prediction. Ecosystems 2006, 9:181-199.
    • (2006) Ecosystems , vol.9 , pp. 181-199
    • Prasad, A.1    Iverson, L.2    Liaw, A.3
  • 85
    • 33847650525 scopus 로고    scopus 로고
    • Determining areas that require indoor insecticide spraying using multi criteria evaluation, a decision-support tool for malaria vector control programmes in the Central Highlands of Madagascar
    • Rakotomanana F., Randremanana R., Rabarijaona L., Duchemin J., Ratovonjato J., Ariey F., et al. Determining areas that require indoor insecticide spraying using multi criteria evaluation, a decision-support tool for malaria vector control programmes in the Central Highlands of Madagascar. Int J Health Geog 2007, 6:2.
    • (2007) Int J Health Geog , vol.6 , pp. 2
    • Rakotomanana, F.1    Randremanana, R.2    Rabarijaona, L.3    Duchemin, J.4    Ratovonjato, J.5    Ariey, F.6
  • 88
    • 0008562342 scopus 로고    scopus 로고
    • The state of boosting
    • Ridgeway G. The state of boosting. Comput Sci Stat 1999, 31:172-181.
    • (1999) Comput Sci Stat , vol.31 , pp. 172-181
    • Ridgeway, G.1
  • 92
    • 4644223644 scopus 로고    scopus 로고
    • An evaluation of methods for modelling species distributions
    • Segurado P., Araujo M. An evaluation of methods for modelling species distributions. J Biogeog 2004, 31:1555-1568.
    • (2004) J Biogeog , vol.31 , pp. 1555-1568
    • Segurado, P.1    Araujo, M.2
  • 93
    • 78649600756 scopus 로고    scopus 로고
    • The dominant Anopheles vectors of human malaria in Africa, Europe, the Middle East: occurrence data, distribution maps, bionomic precis
    • Sinka M., Bangs M., Manguin S., Coetzee M., Mbogo C., Hemingway J., et al. The dominant Anopheles vectors of human malaria in Africa, Europe, the Middle East: occurrence data, distribution maps, bionomic precis. Parasit Vectors 2010, 3:117.
    • (2010) Parasit Vectors , vol.3 , pp. 117
    • Sinka, M.1    Bangs, M.2    Manguin, S.3    Coetzee, M.4    Mbogo, C.5    Hemingway, J.6
  • 94
    • 22544451955 scopus 로고    scopus 로고
    • Interpretation of models of fundamental ecological niches and species' distributional areas
    • Soberon J., Peterson A. Interpretation of models of fundamental ecological niches and species' distributional areas. Biodiv Inform 2005, 2:1-10.
    • (2005) Biodiv Inform , vol.2 , pp. 1-10
    • Soberon, J.1    Peterson, A.2
  • 95
    • 58149179018 scopus 로고    scopus 로고
    • Uses and misuses of multicriteria decision analysis (MCDA) in environmental decision making
    • Steele K., Carmel Y., Cross J., Wilcox C. Uses and misuses of multicriteria decision analysis (MCDA) in environmental decision making. Risk Anal 2009, 29:26-33.
    • (2009) Risk Anal , vol.29 , pp. 26-33
    • Steele, K.1    Carmel, Y.2    Cross, J.3    Wilcox, C.4
  • 96
    • 0001195680 scopus 로고
    • Induction of sets of rules from animal distribution data: a robust and informative method of data analysis
    • Stockwell D., Noble I. Induction of sets of rules from animal distribution data: a robust and informative method of data analysis. Math Comput Simul 1992, 33:385-390.
    • (1992) Math Comput Simul , vol.33 , pp. 385-390
    • Stockwell, D.1    Noble, I.2
  • 97
    • 0032903209 scopus 로고    scopus 로고
    • The GARP modelling system: problems and solutions to automated spatial prediction
    • Stockwell D., Peters D. The GARP modelling system: problems and solutions to automated spatial prediction. Int J Geog Inf Sci 1999, 13:143-158.
    • (1999) Int J Geog Inf Sci , vol.13 , pp. 143-158
    • Stockwell, D.1    Peters, D.2
  • 98
    • 0003034328 scopus 로고    scopus 로고
    • Controlling bias during predictive modelling with museum data
    • Island Press, Covello, CA, J.M. Scott, P.J. Heglund, M. Morrison, M. Raphael, J. Haufler, B. Wall (Eds.)
    • Stockwell D.R.B., Peterson A.T. Controlling bias during predictive modelling with museum data. Predicting species occurrences: issues of scale and accuracy 2002, 537-546. Island Press, Covello, CA. J.M. Scott, P.J. Heglund, M. Morrison, M. Raphael, J. Haufler, B. Wall (Eds.).
    • (2002) Predicting species occurrences: issues of scale and accuracy , pp. 537-546
    • Stockwell, D.R.B.1    Peterson, A.T.2
  • 99
    • 0036468622 scopus 로고    scopus 로고
    • Effects of sample size on accuracy of species distribution models
    • Stockwell D.R.B., Peterson A.T. Effects of sample size on accuracy of species distribution models. Ecol Modell 2002, 148:1-13.
    • (2002) Ecol Modell , vol.148 , pp. 1-13
    • Stockwell, D.R.B.1    Peterson, A.T.2
  • 100
    • 33646141374 scopus 로고    scopus 로고
    • The use of the GARP genetic algorithm and internet grid computing in the Lifemapper world atlas of species biodiversity
    • Stockwell D.R.B., Beach J.H., Stewart A., Vorontsov G., Vieglais D., Pereira R.S. The use of the GARP genetic algorithm and internet grid computing in the Lifemapper world atlas of species biodiversity. Ecol Modell 2006, 195:139-145.
    • (2006) Ecol Modell , vol.195 , pp. 139-145
    • Stockwell, D.R.B.1    Beach, J.H.2    Stewart, A.3    Vorontsov, G.4    Vieglais, D.5    Pereira, R.S.6
  • 101
    • 38349046524 scopus 로고    scopus 로고
    • Classification and regression trees, bagging, and boosting
    • Elsevier
    • Sutton C.D., Rao E.J.W., Solka J.L. Classification and regression trees, bagging, and boosting. Handbook of statistics 2005, 303-329. Elsevier.
    • (2005) Handbook of statistics , pp. 303-329
    • Sutton, C.D.1    Rao, E.J.W.2    Solka, J.L.3
  • 102
    • 34047106208 scopus 로고    scopus 로고
    • Analysis of environmental factors influencing the range of anopheline mosquitoes in northern Australia using a genetic algorithm and data mining methods
    • Sweeney A.W., Beebe N.W., Cooper R.D. Analysis of environmental factors influencing the range of anopheline mosquitoes in northern Australia using a genetic algorithm and data mining methods. Ecol Modell 2007, 203:375-386.
    • (2007) Ecol Modell , vol.203 , pp. 375-386
    • Sweeney, A.W.1    Beebe, N.W.2    Cooper, R.D.3
  • 103
    • 40849139269 scopus 로고    scopus 로고
    • Malaria in central Vietnam: analysis of risk factors by multivariate analysis, classification tree models
    • Thang N., Erhart A., Speybroeck N., Hung L., Thuan L., Hung C., et al. Malaria in central Vietnam: analysis of risk factors by multivariate analysis, classification tree models. Malar J 2008, 7:28.
    • (2008) Malar J , vol.7 , pp. 28
    • Thang, N.1    Erhart, A.2    Speybroeck, N.3    Hung, L.4    Thuan, L.5    Hung, C.6
  • 104
    • 34250322230 scopus 로고    scopus 로고
    • A comparative evaluation of presence-only methods for modelling species distribution
    • Tsoar A., Allouche O., Steinitz O., Rotem D., Kadmon R. A comparative evaluation of presence-only methods for modelling species distribution. Divers Distrib 2007, 13:397-405.
    • (2007) Divers Distrib , vol.13 , pp. 397-405
    • Tsoar, A.1    Allouche, O.2    Steinitz, O.3    Rotem, D.4    Kadmon, R.5
  • 105
    • 77649207219 scopus 로고    scopus 로고
    • Ecology and geography of avian influenza (HPAI H5N1) transmission in the Middle East and northeastern Africa
    • Williams R.A., Peterson A.T. Ecology and geography of avian influenza (HPAI H5N1) transmission in the Middle East and northeastern Africa. Int J Health Geogr 2009, 8:47.
    • (2009) Int J Health Geogr , vol.8 , pp. 47
    • Williams, R.A.1    Peterson, A.T.2
  • 106
    • 41749107343 scopus 로고    scopus 로고
    • Predictable ecology and geography of avian influenza (H5N1) transmission in Nigeria and West Africa
    • Williams R., Fasina F., Peterson A. Predictable ecology and geography of avian influenza (H5N1) transmission in Nigeria and West Africa. Trans R Soc Trop Med Hyg 2008, 102:471-479.
    • (2008) Trans R Soc Trop Med Hyg , vol.102 , pp. 471-479
    • Williams, R.1    Fasina, F.2    Peterson, A.3


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