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Volumn 41, Issue , 2013, Pages 151-162

Modeling airborne benzene in space and time with self-organizing maps and Bayesian techniques

Author keywords

Bayesian inference; Benzene; Self organizing maps; Spatial and temporal prediction; Spatial variation; Volatile organic compounds

Indexed keywords

AIRBORNE CHEMICAL CONTAMINANTS; ALTERNATIVE APPROACH; BAYESIAN HIERARCHICAL MODEL; BAYESIAN INFERENCE; BAYESIAN TECHNIQUES; BENZENE CONCENTRATION; COEFFICIENT OF DETERMINATION; ENVIRONMENTAL PARAMETER; HIGH CONCENTRATION; HIGH RESOLUTION; INPUT FACTORS; LEIPZIG; MEAN ABSOLUTE ERROR; MODELING TECHNIQUE; PERFORMANCE MEASURE; PERSONAL EXPOSURES; SPACE AND TIME; SPATIAL CONCENTRATION; SPATIAL VARIATIONS; SPATIOTEMPORAL MODELING; TEMPORAL PREDICTION; TRAFFIC ROUTES; URBAN AREAS;

EID: 84872029196     PISSN: 13648152     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.envsoft.2012.12.001     Document Type: Article
Times cited : (17)

References (79)
  • 2
    • 17344394893 scopus 로고    scopus 로고
    • Air pollution and daily admissions for chronic obstructive pulmonary disease in six European cities: results from the APHEA project
    • Anderson H.R., Katsouyanni K., Spix C. Air pollution and daily admissions for chronic obstructive pulmonary disease in six European cities: results from the APHEA project. European Respiratory Journal 1997, 10:1064-1071.
    • (1997) European Respiratory Journal , vol.10 , pp. 1064-1071
    • Anderson, H.R.1    Katsouyanni, K.2    Spix, C.3
  • 4
    • 70350701834 scopus 로고    scopus 로고
    • Applications of different self-organizing map variants to geographical information science problems
    • John Wiley & Sons Ltd, P. Agarwal, A. Skupin (Eds.)
    • Bação F., Lobo V., Painho M. Applications of different self-organizing map variants to geographical information science problems. Self-organising Maps: Applications in Geographic Information Science 2008, 21-44. John Wiley & Sons Ltd. P. Agarwal, A. Skupin (Eds.).
    • (2008) Self-organising Maps: Applications in Geographic Information Science , pp. 21-44
    • Bação, F.1    Lobo, V.2    Painho, M.3
  • 5
    • 70349639176 scopus 로고    scopus 로고
    • Urban data-mining: spatiotemporal exploration of multidimensional data
    • Behnisch M., Ultsch A. Urban data-mining: spatiotemporal exploration of multidimensional data. Building Research & Information 2009, 37(5):520-532.
    • (2009) Building Research & Information , vol.37 , Issue.5 , pp. 520-532
    • Behnisch, M.1    Ultsch, A.2
  • 6
    • 0034655550 scopus 로고    scopus 로고
    • A Bayesian analysis for spatial processes with application to disease mapping
    • Bell B.S., Broemeling L.D. A Bayesian analysis for spatial processes with application to disease mapping. Statistics in Medicine 2000, 19(7):957-974.
    • (2000) Statistics in Medicine , vol.19 , Issue.7 , pp. 957-974
    • Bell, B.S.1    Broemeling, L.D.2
  • 7
    • 0010426283 scopus 로고    scopus 로고
    • Using measurements of air pollution in streets for evaluation of urban air quality - meteorological analysis and model calculations
    • Berkowicz R., Palmgren F., Hertel O., Vignati E. Using measurements of air pollution in streets for evaluation of urban air quality - meteorological analysis and model calculations. Science of the Total Environment 1996, 190:259-265.
    • (1996) Science of the Total Environment , vol.190 , pp. 259-265
    • Berkowicz, R.1    Palmgren, F.2    Hertel, O.3    Vignati, E.4
  • 8
    • 0035648986 scopus 로고    scopus 로고
    • Ecological regression analysis of environmental benzene exposure and childhood leukaemia: sensitivity to data inaccuracies, geographical scale and ecological bias
    • Best N., Cockings S., Bennett J., Wakefield J., Elliott P. Ecological regression analysis of environmental benzene exposure and childhood leukaemia: sensitivity to data inaccuracies, geographical scale and ecological bias. Journal of the Royal Statistical Society Series A - Statistics in Society 2001, 164(Part 1):155-174.
    • (2001) Journal of the Royal Statistical Society Series A - Statistics in Society , vol.164 , Issue.PART 1 , pp. 155-174
    • Best, N.1    Cockings, S.2    Bennett, J.3    Wakefield, J.4    Elliott, P.5
  • 10
    • 63249133514 scopus 로고    scopus 로고
    • Spatiotemporal modelling of ozone distribution in the State of California
    • Bogaert P., Christakos G., Jerrett M., Yu H.-L. Spatiotemporal modelling of ozone distribution in the State of California. Atmospheric Environment 2009, 43:2471-2480.
    • (2009) Atmospheric Environment , vol.43 , pp. 2471-2480
    • Bogaert, P.1    Christakos, G.2    Jerrett, M.3    Yu, H.-L.4
  • 11
    • 20544446006 scopus 로고    scopus 로고
    • Residual spatial correlation between geographically referenced observations: a Bayesian hierarchical modeling approach
    • Boyd H.A., Flanders W.D., Addiss D.G., Waller L.A. Residual spatial correlation between geographically referenced observations: a Bayesian hierarchical modeling approach. Epidemiology 2005, 16(4):532-541.
    • (2005) Epidemiology , vol.16 , Issue.4 , pp. 532-541
    • Boyd, H.A.1    Flanders, W.D.2    Addiss, D.G.3    Waller, L.A.4
  • 13
    • 84875739913 scopus 로고    scopus 로고
    • Spatio-temporal modeling of particulate matter concentration through the SPDE approach
    • Cameletti M., Lindgren F., Simpson D., Rue H. Spatio-temporal modeling of particulate matter concentration through the SPDE approach. Advances in Statistical Analysis 2012, 10.1007/s10182-012-0196-3.
    • (2012) Advances in Statistical Analysis
    • Cameletti, M.1    Lindgren, F.2    Simpson, D.3    Rue, H.4
  • 15
    • 0037250436 scopus 로고    scopus 로고
    • Source profiles and ozone formation potentials of volatile organic compounds in three traffic tunnels in Kaohsiung, Taiwan
    • Chen K.S., Lai C.H., Ho Y.T. Source profiles and ozone formation potentials of volatile organic compounds in three traffic tunnels in Kaohsiung, Taiwan. Journal of the Air & Waste Management 2003, 53:102-112.
    • (2003) Journal of the Air & Waste Management , vol.53 , pp. 102-112
    • Chen, K.S.1    Lai, C.H.2    Ho, Y.T.3
  • 17
    • 61449201499 scopus 로고    scopus 로고
    • Ozone exposure assessment in North Carolina using Bayesian Maximum Entropy data - integration of space time observations and air quality model prediction
    • De Nazelle A., Serre M.L. Ozone exposure assessment in North Carolina using Bayesian Maximum Entropy data - integration of space time observations and air quality model prediction. Epidemiology 2006, 17(6):S189.
    • (2006) Epidemiology , vol.17 , Issue.6
    • De Nazelle, A.1    Serre, M.L.2
  • 19
    • 0028240040 scopus 로고
    • Acute respiratory effects of particulate air-pollution
    • Dockery D.W., Pope C.A. Acute respiratory effects of particulate air-pollution. Annual Review of Public Health 1994, 15:107-132.
    • (1994) Annual Review of Public Health , vol.15 , pp. 107-132
    • Dockery, D.W.1    Pope, C.A.2
  • 20
    • 84872033373 scopus 로고    scopus 로고
    • DWD Deutscher Wetterdienst (German Meteorological Service), Leipzig Schkeuditz, Germany
    • DWD Deutscher Wetterdienst (German Meteorological Service) Meteorological Daily Values 1990 to 2007 2007, Leipzig Schkeuditz, Germany.
    • (2007) Meteorological Daily Values 1990 to 2007
  • 22
    • 0031167836 scopus 로고    scopus 로고
    • The continuous interpolating self-organizing map
    • Göppert J., Rosentiel W. The continuous interpolating self-organizing map. Neural Processing Letters 1997, 5(3):185-192.
    • (1997) Neural Processing Letters , vol.5 , Issue.3 , pp. 185-192
    • Göppert, J.1    Rosentiel, W.2
  • 23
    • 33947711171 scopus 로고    scopus 로고
    • Semiparametric latent variable regression models for spatiotemporal modelling of mobile source particles in the greater Boston area
    • Gryparis A., Coull B.A., Schwartz J., Suh H.H. Semiparametric latent variable regression models for spatiotemporal modelling of mobile source particles in the greater Boston area. Applied Statistics 2007, 56(2):183-209.
    • (2007) Applied Statistics , vol.56 , Issue.2 , pp. 183-209
    • Gryparis, A.1    Coull, B.A.2    Schwartz, J.3    Suh, H.H.4
  • 25
    • 0028073876 scopus 로고
    • Cancer risk of air-pollution - epidemiologic evidence
    • Hemminki K., Pershaben G. Cancer risk of air-pollution - epidemiologic evidence. Environmental Health Perspectives 1994, 102(Suppl. 4):187-192.
    • (1994) Environmental Health Perspectives , vol.102 , Issue.SUPPL. 4 , pp. 187-192
    • Hemminki, K.1    Pershaben, G.2
  • 29
    • 29144486243 scopus 로고    scopus 로고
    • Predicting long-term average concentrations of traffic-related air pollutants using GIS-based information
    • Hochadel M., Heinrich J., Gehring U., Morgenstern V., Kuhlbusch T., Link E., et al. Predicting long-term average concentrations of traffic-related air pollutants using GIS-based information. Atmospheric Environment 2006, 40:542-553.
    • (2006) Atmospheric Environment , vol.40 , pp. 542-553
    • Hochadel, M.1    Heinrich, J.2    Gehring, U.3    Morgenstern, V.4    Kuhlbusch, T.5    Link, E.6
  • 31
    • 0035282193 scopus 로고    scopus 로고
    • Aromatic hydrocarbons in the atmospheric environment: part I. Indoor versus outdoor sources, the influence of traffic
    • Ilgen E., Karfich N., Levsen K., Angerer J., Schneider P., Heinrich J., et al. Aromatic hydrocarbons in the atmospheric environment: part I. Indoor versus outdoor sources, the influence of traffic. Atmospheric Environment 2001, 35(7):1235-1252.
    • (2001) Atmospheric Environment , vol.35 , Issue.7 , pp. 1235-1252
    • Ilgen, E.1    Karfich, N.2    Levsen, K.3    Angerer, J.4    Schneider, P.5    Heinrich, J.6
  • 32
  • 34
    • 0025489075 scopus 로고
    • The self-organizing map
    • Kohonen T. The self-organizing map. Proceedings of the IEEE 1990, 78:1464-1480.
    • (1990) Proceedings of the IEEE , vol.78 , pp. 1464-1480
    • Kohonen, T.1
  • 36
  • 37
    • 33748913014 scopus 로고    scopus 로고
    • Comparison of different efficiency criteria for hydrological model assessment
    • Krause P., Boyle D.P., Bäse F. Comparison of different efficiency criteria for hydrological model assessment. Advances in Geosciences 2005, 5:89-97.
    • (2005) Advances in Geosciences , vol.5 , pp. 89-97
    • Krause, P.1    Boyle, D.P.2    Bäse, F.3
  • 39
    • 0032920124 scopus 로고    scopus 로고
    • Evaluating the use of " goodness-of-fit" measures in hydrologic and hydroclimatic model validation
    • Legates D.R., McCabe G.J. Evaluating the use of " goodness-of-fit" measures in hydrologic and hydroclimatic model validation. Water Resources Research 1999, 35(1):233-241.
    • (1999) Water Resources Research , vol.35 , Issue.1 , pp. 233-241
    • Legates, D.R.1    McCabe, G.J.2
  • 40
    • 81255139892 scopus 로고    scopus 로고
    • Investigating spatial non-stationary and scale-dependent relationships between urban surface temperature and environmental factors using geographically weighted regression
    • Li S., Zhao Z., Miaomiao X., Wang Y. Investigating spatial non-stationary and scale-dependent relationships between urban surface temperature and environmental factors using geographically weighted regression. Environmental Modelling & Software 2010, 25:1789-1800.
    • (2010) Environmental Modelling & Software , vol.25 , pp. 1789-1800
    • Li, S.1    Zhao, Z.2    Miaomiao, X.3    Wang, Y.4
  • 41
    • 84855493098 scopus 로고    scopus 로고
    • Application of machine learning methods to spatial interpolation of environmental variables
    • Li J., Heap A.D., Potter A., Daniell J.J. Application of machine learning methods to spatial interpolation of environmental variables. Environmental Modelling & Software 2011, 26:1647-1659.
    • (2011) Environmental Modelling & Software , vol.26 , pp. 1647-1659
    • Li, J.1    Heap, A.D.2    Potter, A.3    Daniell, J.J.4
  • 43
    • 79959868949 scopus 로고    scopus 로고
    • A Flexible Spatio-temporal Model for Air Pollution: Allowing for Spatio-temporal Covariates
    • UW Biostatistics Working Paper Series. Working Paper 370.
    • Lindstrom, J., Szpiro, A.A., Sampson, P.D., Sheppard, L., Oron, A., Richards, M., Larson, T., 2011. A Flexible Spatio-temporal Model for Air Pollution: Allowing for Spatio-temporal Covariates. UW Biostatistics Working Paper Series. Working Paper 370. http://biostats.bepress.com/uwbiostat/paper370.
    • (2011)
    • Lindstrom, J.1    Szpiro, A.A.2    Sampson, P.D.3    Sheppard, L.4    Oron, A.5    Richards, M.6    Larson, T.7
  • 44
    • 84872041065 scopus 로고    scopus 로고
    • Package 'SpatioTemporal'. Version 0.9.2. 2011. A Flexible Spatio-temporal Model for Air Pollution: Allowing for Spatio-temporal Covariates. UW Biostatistics Working Paper Series. Working Paper 370.
    • Lindstrom, J., Szpiro, A.A., Sampson, P.D., Bergen, S., Oron, A.P., 2012. Package 'SpatioTemporal'. Version 0.9.2. 2011. A Flexible Spatio-temporal Model for Air Pollution: Allowing for Spatio-temporal Covariates. UW Biostatistics Working Paper Series. Working Paper 370. http://biostats.bepress.com/uwbiostat/paper370.
    • (2012)
    • Lindstrom, J.1    Szpiro, A.A.2    Sampson, P.D.3    Bergen, S.4    Oron, A.P.5
  • 45
    • 0006407254 scopus 로고    scopus 로고
    • WinBUGS - a Bayesian modelling framework: concepts, structure, and extensibility
    • Lunn D.J., Thomas A., Best N., Spiegelhalter D. WinBUGS - a Bayesian modelling framework: concepts, structure, and extensibility. Statistics and Computing 2000, 10:325-337.
    • (2000) Statistics and Computing , vol.10 , pp. 325-337
    • Lunn, D.J.1    Thomas, A.2    Best, N.3    Spiegelhalter, D.4
  • 47
    • 72549101415 scopus 로고    scopus 로고
    • A neural network-based method for solving " nested hierarchy" areal interpolation problems
    • Merwin D., Cromley R., Civco D. A neural network-based method for solving " nested hierarchy" areal interpolation problems. Cartography and Geographic Information Science 2009, 36(4):347-365.
    • (2009) Cartography and Geographic Information Science , vol.36 , Issue.4 , pp. 347-365
    • Merwin, D.1    Cromley, R.2    Civco, D.3
  • 48
    • 62249142073 scopus 로고    scopus 로고
    • Visualization of high-dimensional clinically acquired geographic data using the self-organizing maps
    • Oyana T.J. Visualization of high-dimensional clinically acquired geographic data using the self-organizing maps. Journal of Environmental Informatics 2009, 13(1):33-44.
    • (2009) Journal of Environmental Informatics , vol.13 , Issue.1 , pp. 33-44
    • Oyana, T.J.1
  • 49
    • 77952396377 scopus 로고    scopus 로고
    • Comparative spatiotemporal analysis of fine particulate matter pollution
    • Pang W., Christakos G., Wang J.F. Comparative spatiotemporal analysis of fine particulate matter pollution. Environmetrics 2009, 21(3-4):305-317. 10.1002/env.1007.
    • (2009) Environmetrics , vol.21 , Issue.3-4 , pp. 305-317
    • Pang, W.1    Christakos, G.2    Wang, J.F.3
  • 50
    • 44149090982 scopus 로고    scopus 로고
    • The relationship between indoor, outdoor and personal VOC concentrations in homes, offices and schools in the metropolitan region of Kocaeli, Turkey
    • Pekey H., Arslanbas D. The relationship between indoor, outdoor and personal VOC concentrations in homes, offices and schools in the metropolitan region of Kocaeli, Turkey. Water, Air and Soil Pollution 2008, 191(1-4):113-129.
    • (2008) Water, Air and Soil Pollution , vol.191 , Issue.1-4 , pp. 113-129
    • Pekey, H.1    Arslanbas, D.2
  • 52
    • 0141872071 scopus 로고    scopus 로고
    • Seasonal cycle of VOCs in apartments
    • Rehwagen M., Schlink U., Herbarth O. Seasonal cycle of VOCs in apartments. Indoor Air 2003, 13:283-291.
    • (2003) Indoor Air , vol.13 , pp. 283-291
    • Rehwagen, M.1    Schlink, U.2    Herbarth, O.3
  • 53
    • 33846647138 scopus 로고    scopus 로고
    • Geographical epidemiology, spatial analysis and geographical information systems: a multidisciplinary glossary
    • Rezaeian M., Dunn G., Leger S.S., Appleby L. Geographical epidemiology, spatial analysis and geographical information systems: a multidisciplinary glossary. Journal of Epidemiology and Community Health 2007, 61(2):98-102.
    • (2007) Journal of Epidemiology and Community Health , vol.61 , Issue.2 , pp. 98-102
    • Rezaeian, M.1    Dunn, G.2    Leger, S.S.3    Appleby, L.4
  • 55
    • 84872024055 scopus 로고    scopus 로고
    • Fast interpolation using Kohonen self-organising neural networks
    • Sarzeaud O., Stephan Y. Fast interpolation using Kohonen self-organising neural networks. Lecture Notes in Computer Science 2000, 1872:126-139.
    • (2000) Lecture Notes in Computer Science , vol.1872 , pp. 126-139
    • Sarzeaud, O.1    Stephan, Y.2
  • 56
  • 60
    • 0027982927 scopus 로고
    • What are people dying of on high air-pollution days
    • Schwartz J. What are people dying of on high air-pollution days. Environmental Research 1994, 64(1):26-35.
    • (1994) Environmental Research , vol.64 , Issue.1 , pp. 26-35
    • Schwartz, J.1
  • 62
    • 0037374714 scopus 로고    scopus 로고
    • Volatile organic compounds concentrations in residential indoor and outdoor and its personal exposure in Korea
    • Son B., Breysse P., Yang W. Volatile organic compounds concentrations in residential indoor and outdoor and its personal exposure in Korea. Environment International 2003, 29(1):79-85.
    • (2003) Environment International , vol.29 , Issue.1 , pp. 79-85
    • Son, B.1    Breysse, P.2    Yang, W.3
  • 64
    • 24044534468 scopus 로고    scopus 로고
    • Variability in VOC concentrations in an urban area of Delhi
    • Srivastava A. Variability in VOC concentrations in an urban area of Delhi. Environmental Monitoring and Assessment 2005, 107(1-3):363-373.
    • (2005) Environmental Monitoring and Assessment , vol.107 , Issue.1-3 , pp. 363-373
    • Srivastava, A.1
  • 65
    • 84872006984 scopus 로고
    • Staatliche Hygieneinspektion der DDR, Berlin, Bericht Lufthygiene. Bericht der Staatlichen Hygieneinspektion der DDR über die Situation auf dem Gebiet der Lufthygiene.
    • Staatliche Hygieneinspektion der DDR, Berlin, 1989. Bericht Lufthygiene. Bericht der Staatlichen Hygieneinspektion der DDR über die Situation auf dem Gebiet der Lufthygiene.
    • (1989)
  • 66
    • 77954795105 scopus 로고    scopus 로고
    • Spatial interpolation of in-situ data by self-organizing map algorithms (neural networks) for the assessment of carbon stocks in European forests
    • Stümer W., Kenter B., Köhl M. Spatial interpolation of in-situ data by self-organizing map algorithms (neural networks) for the assessment of carbon stocks in European forests. Forest Ecology and Management 2010, 260:287-293.
    • (2010) Forest Ecology and Management , vol.260 , pp. 287-293
    • Stümer, W.1    Kenter, B.2    Köhl, M.3
  • 67
    • 67349233010 scopus 로고    scopus 로고
    • Comparison of interpolation methods for depth to groundwater and its temporal and spatial variations in the Minqin oasis of northwest China
    • Sun Y., Kang S., Li F., Zhang L. Comparison of interpolation methods for depth to groundwater and its temporal and spatial variations in the Minqin oasis of northwest China. Environmental Modelling & Software 2009, 24:1163-1170.
    • (2009) Environmental Modelling & Software , vol.24 , pp. 1163-1170
    • Sun, Y.1    Kang, S.2    Li, F.3    Zhang, L.4
  • 68
    • 77957887291 scopus 로고    scopus 로고
    • Predicting intra-urban variation in air pollution concentrations with complex spatio-temporal dependencies
    • Szpiro A.A., Sampson P.D., Sheppard L., Lumley T., Adar S.D., Kaufman J.D. Predicting intra-urban variation in air pollution concentrations with complex spatio-temporal dependencies. Environmetrics 2010, 21:606-631.
    • (2010) Environmetrics , vol.21 , pp. 606-631
    • Szpiro, A.A.1    Sampson, P.D.2    Sheppard, L.3    Lumley, T.4    Adar, S.D.5    Kaufman, J.D.6
  • 70
    • 0000565591 scopus 로고
    • A computer movie simulation urban growth in the Detroit region
    • Tobler W. A computer movie simulation urban growth in the Detroit region. Economic Geography 1970, 46(2):234-240.
    • (1970) Economic Geography , vol.46 , Issue.2 , pp. 234-240
    • Tobler, W.1
  • 71
    • 0034742502 scopus 로고    scopus 로고
    • Case studies of the spatial variation of benzene and toluene concentrations in parks and adjacent built-up areas
    • Upmanis H., Eliasson I., Andersson-Skold Y. Case studies of the spatial variation of benzene and toluene concentrations in parks and adjacent built-up areas. Water, Air and Soil Pollution 2001, 129(1-4):61-81.
    • (2001) Water, Air and Soil Pollution , vol.129 , Issue.1-4 , pp. 61-81
    • Upmanis, H.1    Eliasson, I.2    Andersson-Skold, Y.3
  • 72
    • 84872020053 scopus 로고    scopus 로고
    • Bundesminister für Umwelt, Naturschutz und Reaktorsicherheit, 2010. 39. Verordnung zur Durchführung des Bundes-Immissionschutzgesetzes (Verordnung über Luftqualitätsstandards und Emissionshöchstmengen - 39. BImSchV).
    • Bundesminister für Umwelt, Naturschutz und Reaktorsicherheit, 2010. 39. Verordnung zur Durchführung des Bundes-Immissionschutzgesetzes (Verordnung über Luftqualitätsstandards und Emissionshöchstmengen - 39. BImSchV).
  • 73
    • 4243264181 scopus 로고    scopus 로고
    • Comparison of air quality in streets of Copenhagen and Milan, in view of the climatological conditions
    • Vignati E., Berkowicz R., Hertel O. Comparison of air quality in streets of Copenhagen and Milan, in view of the climatological conditions. Science of the Total Environment 1996, 190:467-473.
    • (1996) Science of the Total Environment , vol.190 , pp. 467-473
    • Vignati, E.1    Berkowicz, R.2    Hertel, O.3
  • 74
  • 75
    • 30444437204 scopus 로고    scopus 로고
    • Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance
    • Willmott C.J., Matsuura K. Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance. Climate Research 2005, 30(1):79-82.
    • (2005) Climate Research , vol.30 , Issue.1 , pp. 79-82
    • Willmott, C.J.1    Matsuura, K.2
  • 76
    • 30844456449 scopus 로고    scopus 로고
    • On the use of dimensioned measures of error to evaluate the performance of spatial interpolators
    • Willmott C.J., Matsuura K. On the use of dimensioned measures of error to evaluate the performance of spatial interpolators. International Journal of Geographical Information Science 2006, 20(1):89-102.
    • (2006) International Journal of Geographical Information Science , vol.20 , Issue.1 , pp. 89-102
    • Willmott, C.J.1    Matsuura, K.2


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