메뉴 건너뛰기




Volumn 2, Issue 3, 2013, Pages 577-597

Evaluation of model validation techniques in land cover dynamics

Author keywords

Artificial neural network; Cellular automata; Fuzzy; Kappa; Land cover change; Map comparison; Markov chain; Model validation; Three map comparison

Indexed keywords


EID: 84904665774     PISSN: None     EISSN: 22209964     Source Type: Journal    
DOI: 10.3390/ijgi2030577     Document Type: Article
Times cited : (73)

References (55)
  • 2
    • 77956874308 scopus 로고    scopus 로고
    • Diagnostic tools to evaluate a spatial land change projection along a gradient of an explanatory variable
    • Chen, H.; Pontius, R.G., Jr. Diagnostic tools to evaluate a spatial land change projection along a gradient of an explanatory variable. Landsc. Ecol. 2010, 25, 1319-1331.
    • (2010) Landsc. Ecol. , vol.25 , pp. 1319-1331
    • Chen, H.1    Pontius, R.G.2
  • 5
    • 0037380148 scopus 로고    scopus 로고
    • Fuzzy set approach to assessing similarity of categorical maps
    • Hagen, A. Fuzzy set approach to assessing similarity of categorical maps. Int. J. Geogr. Inf. Sci. 2003, 17, 235-249.
    • (2003) Int. J. Geogr. Inf. Sci. , vol.17 , pp. 235-249
    • Hagen, A.1
  • 6
    • 0032694550 scopus 로고    scopus 로고
    • Change detection assessment using fuzzy sets and remotely sensed data: An application of topographic map revision
    • Metternicht, G. Change detection assessment using fuzzy sets and remotely sensed data: An application of topographic map revision. ISPRS J. Photogramm. 1999, 54, 221-233.
    • (1999) ISPRS J. Photogramm. , vol.54 , pp. 221-233
    • Metternicht, G.1
  • 7
    • 33646747826 scopus 로고    scopus 로고
    • Categorical maps, comparisons, and confidence
    • Boots, B.; Csillag, F. Categorical maps, comparisons, and confidence. J. Geograph. Syst. 2006, 8, 109-118.
    • (2006) J. Geograph. Syst. , vol.8 , pp. 109-118
    • Boots, B.1    Csillag, F.2
  • 8
    • 62149086627 scopus 로고    scopus 로고
    • An improved Fuzzy Kappa statistic that accounts for spatial autocorrelation
    • Hagen-Zanker, A. An improved Fuzzy Kappa statistic that accounts for spatial autocorrelation. Int. J. Geogr. Inf. Sci. 2009, 23, 61-73.
    • (2009) Int. J. Geogr. Inf. Sci. , vol.23 , pp. 61-73
    • Hagen-Zanker, A.1
  • 10
    • 85195906768 scopus 로고    scopus 로고
    • Model validation and testing: Past lessons, present concerns, future prospects
    • Canham, C.D., Cole, J.J., Lauenroth, W.K., Eds.; Princeton University Press: Princeton, NJ, USA
    • Gardner, R.; Urban, D. Model Validation and Testing: Past Lessons, Present Concerns, Future Prospects. In Models in Ecosystem Science; Canham, C.D., Cole, J.J., Lauenroth, W.K., Eds.; Princeton University Press: Princeton, NJ, USA, 2004; pp. 184-203.
    • (2004) Models in Ecosystem Science , pp. 184-203
    • Gardner, R.1    Urban, D.2
  • 11
    • 71649083912 scopus 로고    scopus 로고
    • Assessing a predictive model of land change using uncertain data
    • Pontius, R.G., Jr.; Silvia, H.P. Assessing a predictive model of land change using uncertain data. Environ. Model. Softw. 2010, 25, 299-309.
    • (2010) Environ. Model. Softw. , vol.25 , pp. 299-309
    • Pontius, R.G.1    Silvia, H.P.2
  • 12
    • 0036381244 scopus 로고    scopus 로고
    • Data quality and model complexity for regional scale soil erosion prediction
    • Van Rompaey, A.J.J.; Govers, C. Data quality and model complexity for regional scale soil erosion prediction. Int. J. Geogr. Inf. Sci. 2002, 16, 663-680.
    • (2002) Int. J. Geogr. Inf. Sci. , vol.16 , pp. 663-680
    • Van Rompaey, A.J.J.1    Govers, C.2
  • 13
    • 70449441439 scopus 로고    scopus 로고
    • The impact of imperfect ground reference data on the accuracy of land cover change estimation
    • Foody, G.M. The impact of imperfect ground reference data on the accuracy of land cover change estimation. Int. J. Remote Sens. 2009, 30, 3275-3281.
    • (2009) Int. J. Remote Sens. , vol.30 , pp. 3275-3281
    • Foody, G.M.1
  • 14
    • 0030274304 scopus 로고    scopus 로고
    • Testing ecological models: The meaning of validation
    • Rykiel, E.J. Testing ecological models: The meaning of validation. Ecol. Model. 1996, 90, 229-244.
    • (1996) Ecol. Model. , vol.90 , pp. 229-244
    • Rykiel, E.J.1
  • 15
    • 79953027902 scopus 로고    scopus 로고
    • Revisiting Kappa to account for change in the accuracy assessment of land-use change models
    • Vliet, J.V.; Bregt, A.K.; Hagen-Zanker, A. Revisiting Kappa to account for change in the accuracy assessment of land-use change models. Ecol. Model. 2011, 222, 1367-1375.
    • (2011) Ecol. Model. , vol.222 , pp. 1367-1375
    • Vliet, J.V.1    Bregt, A.K.2    Hagen-Zanker, A.3
  • 16
    • 54249162907 scopus 로고    scopus 로고
    • Map comparison methods for comprehensive assessment of geosimulation models
    • Perugia, Italy, 30 June-3, July; Gervasi, O., Murgante, B., Lagana, A., Taniar D., Mun, Y., Gavrilova, M., Eds.; Springer: Berlin, Germany
    • Hagen-Zanker, A.; Martens, P. Map Comparison Methods for Comprehensive Assessment of Geosimulation Models. In Proceedings of the International Conference on Computational Science and Its Applications, Perugia, Italy, 30 June-3 July 2008; Gervasi, O., Murgante, B., Lagana, A., Taniar, D., Mun, Y., Gavrilova, M., Eds.; Springer: Berlin, Germany; pp. 194-209.
    • (2008) Proceedings of the International Conference on Computational Science and Its Applications , pp. 194-209
    • Hagen-Zanker, A.1    Martens, P.2
  • 18
    • 0035125969 scopus 로고    scopus 로고
    • Hierarchical fuzzy pattern matching for the regional comparison of land use maps
    • Power, C.; Simms, A.; White, R. Hierarchical fuzzy pattern matching for the regional comparison of land use maps. Int. J. Geogr. Inf. Sci. 2001, 15, 77-100.
    • (2001) Int. J. Geogr. Inf. Sci. , vol.15 , pp. 77-100
    • Power, C.1    Simms, A.2    White, R.3
  • 19
    • 0030856252 scopus 로고    scopus 로고
    • The use of constrained cellular automata for high-resolution modelling of urban land use dynamics
    • White, R.; Engelen, G.; Injee, I. The use of constrained cellular automata for high-resolution modelling of urban land use dynamics. Environ. Plan. 1997, 24, 323-343.
    • (1997) Environ. Plan. , vol.24 , pp. 323-343
    • White, R.1    Engelen, G.2    Injee, I.3
  • 20
    • 44149109362 scopus 로고    scopus 로고
    • Neutral models of landscape change as benchmarks in the assessment of model performance
    • Hagen-Zanker, A.; Lajoie, G. Neutral models of landscape change as benchmarks in the assessment of model performance. Landscape Urban Plan. 2008, 86, 284-296.
    • (2008) Landscape Urban Plan. , vol.86 , pp. 284-296
    • Hagen-Zanker, A.1    Lajoie, G.2
  • 21
    • 0035009604 scopus 로고    scopus 로고
    • Similarity indices for spatial ecological data
    • Fewster, R.M.; Buckland, S.T. Similarity indices for spatial ecological data. Biometrics 2001, 57, 495-501.
    • (2001) Biometrics , vol.57 , pp. 495-501
    • Fewster, R.M.1    Buckland, S.T.2
  • 22
    • 0034694862 scopus 로고    scopus 로고
    • Verification of precipitation in weather systems: Determination of systematic errors
    • Ebert, E.E.; McBride, J.L. Verification of precipitation in weather systems: Determination of systematic errors. J. Hydrol. 2000, 239, 179-202.
    • (2000) J. Hydrol. , vol.239 , pp. 179-202
    • Ebert, E.E.1    McBride, J.L.2
  • 23
    • 0036837310 scopus 로고    scopus 로고
    • Using neural networks and GIS to forecast land use changes: A land transformation model
    • Pijanowski, B.C.; Brown, D.G.; Shellito, B.A.; Manik, G.A. Using neural networks and GIS to forecast land use changes: A land transformation model. Comput. Environ. Urban Syst. 2002, 26, 553-575.
    • (2002) Comput. Environ. Urban Syst. , vol.26 , pp. 553-575
    • Pijanowski, B.C.1    Brown, D.G.2    Shellito, B.A.3    Manik, G.A.4
  • 24
    • 0000881285 scopus 로고    scopus 로고
    • Wavelets and field forecast verification
    • Briggs, W.M.; Levine, R.A. Wavelets and field forecast verification. Mon. Weather Rev. 1997, 125, 1329-1341.
    • (1997) Mon. Weather Rev. , vol.125 , pp. 1329-1341
    • Briggs, W.M.1    Levine, R.A.2
  • 25
    • 0041851516 scopus 로고    scopus 로고
    • Urban sustainability in developing countries' megacities: Modelling and predicting future urban growth in Lagos
    • Barredo, J.I.; Demicheli, L. Urban sustainability in developing countries' megacities: Modelling and predicting future urban growth in Lagos. Cities 2003, 20, 297-310.
    • (2003) Cities , vol.20 , pp. 297-310
    • Barredo, J.I.1    Demicheli, L.2
  • 26
    • 45349109763 scopus 로고
    • Methods to evaluate the performance of spatial simulation-models
    • Turner, M.G.; Costanza, R.; Sklar, F.H. Methods to evaluate the performance of spatial simulation-models. Ecol. Model 1989, 48, 1-18.
    • (1989) Ecol. Model , vol.48 , pp. 1-18
    • Turner, M.G.1    Costanza, R.2    Sklar, F.H.3
  • 28
    • 84941808715 scopus 로고    scopus 로고
    • Modeling urban land cover growth dynamics using multi-temporal satellite images: A case study of Dhaka, Bangladesh
    • Ahmed, B.; Ahmed, R. Modeling urban land cover growth dynamics using multi-temporal satellite images: A case study of Dhaka, Bangladesh. ISPRS Int. J. Geo-Inf. 2012, 1, 3-31.
    • (2012) ISPRS Int. J. Geo-Inf. , vol.1 , pp. 3-31
    • Ahmed, B.1    Ahmed, R.2
  • 29
    • 1542757190 scopus 로고    scopus 로고
    • Accuracy analysis of remote sensing change detection by rule-based rationality evaluation with post-classification comparison
    • Liu, H.; Zhou, Q. Accuracy analysis of remote sensing change detection by rule-based rationality evaluation with post-classification comparison. Int. J. Remote Sens. 2004, 5, 1037-1050.
    • (2004) Int. J. Remote Sens. , vol.5 , pp. 1037-1050
    • Liu, H.1    Zhou, Q.2
  • 32
    • 0036510974 scopus 로고    scopus 로고
    • Land use change analysis in the Zhujiang Delta of China using satellite remote sensing, GIS and stochastic modelling
    • Weng, Q. Land use change analysis in the Zhujiang Delta of China using satellite remote sensing, GIS and stochastic modelling. J. Environ. Manage. 2002, 64, 273-284.
    • (2002) J. Environ. Manage. , vol.64 , pp. 273-284
    • Weng, Q.1
  • 33
    • 26444474184 scopus 로고    scopus 로고
    • Cellular automata models of road traffic
    • Maerivoet, S.; Moor, B.D. Cellular automata models of road traffic. Phys. Rep. 2005, 419, 1-64.
    • (2005) Phys. Rep. , vol.419 , pp. 1-64
    • Maerivoet, S.1    Moor, B.D.2
  • 34
    • 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. Plan. 2004, 62, 3-65.
    • (2004) Prog. Plan. , vol.62 , pp. 3-65
    • Malczewski, J.1
  • 35
    • 46549084995 scopus 로고    scopus 로고
    • A comparison between neural network based and multiple regression models for chlorophyll-A estimation
    • Recknagel, F., Ed.; Springer: Berlin, Germany
    • Karul, C.; Soyupak, S. A Comparison between Neural Network Based and Multiple Regression Models for Chlorophyll-A Estimation. In Ecological Informatics; Recknagel, F., Ed.; Springer: Berlin, Germany, 2006; pp. 309-323.
    • (2006) Ecological Informatics , pp. 309-323
    • Karul, C.1    Soyupak, S.2
  • 36
    • 0031105739 scopus 로고    scopus 로고
    • Introduction neural networks in remote sensing
    • Atkinson, P.M.; Tatnall, A.R.L. Introduction neural networks in remote sensing. Int. J. Remote Sens. 1997, 18, 699-709.
    • (1997) Int. J. Remote Sens. , vol.18 , pp. 699-709
    • Atkinson, P.M.1    Tatnall, A.R.L.2
  • 38
    • 0343303373 scopus 로고    scopus 로고
    • Quantification error versus location error in the comparison of categorical maps
    • Pontius, R.G., Jr. Quantification error versus location error in the comparison of categorical maps. Photogramm. Eng. Remote Sensing 2000, 66, 1011-1016.
    • (2000) Photogramm. Eng. Remote Sensing , vol.66 , pp. 1011-1016
    • Pontius, R.G.1
  • 39
    • 0036791395 scopus 로고    scopus 로고
    • Statistical methods to partition effects of quantity and location during comparison of categorical maps at multiple resolutions
    • Pontius, R.G., Jr. Statistical methods to partition effects of quantity and location during comparison of categorical maps at multiple resolutions. Photogramm. Eng. Remote Sensing 2002, 68, 1041-1049.
    • (2002) Photogramm. Eng. Remote Sensing , vol.68 , pp. 1041-1049
    • Pontius, R.G.1
  • 40
    • 84973587732 scopus 로고
    • A coefficient of agreement for nominal scales
    • Cohen, J. A coefficient of agreement for nominal scales. Educ. Psychol. Meas. 1960, 20, 37-46.
    • (1960) Educ. Psychol. Meas. , vol.20 , pp. 37-46
    • Cohen, J.1
  • 41
    • 84865023839 scopus 로고    scopus 로고
    • Land-use and land-cover mapping using a gradable classification method
    • Kitada, K.; Fukuyama, K. Land-use and land-cover mapping using a gradable classification method. Remote Sens. 2012, 4, 1544-1558.
    • (2012) Remote Sens. , vol.4 , pp. 1544-1558
    • Kitada, K.1    Fukuyama, K.2
  • 42
    • 84930015937 scopus 로고    scopus 로고
    • Modelling spatio-temporal urban land cover growth dynamics using remote sensing and GIS techniques: A case study of Khulna City
    • Ahmed, B. Modelling spatio-temporal urban land cover growth dynamics using remote sensing and GIS techniques: A case study of Khulna City. J. Bangladesh Instit. Plan. 2011, 4, 16-33.
    • (2011) J. Bangladesh Instit. Plan. , vol.4 , pp. 16-33
    • Ahmed, B.1
  • 43
    • 79953296010 scopus 로고    scopus 로고
    • Mapping the Philippines' mangrove forests using landsat imagery
    • Long, J.B.; Giri, C. Mapping the Philippines' mangrove forests using landsat imagery. Sensors 2011, 11, 2972-2981.
    • (2011) Sensors , vol.11 , pp. 2972-2981
    • Long, J.B.1    Giri, C.2
  • 44
    • 79956324768 scopus 로고    scopus 로고
    • Death to Kappa: Birth of quantity disagreement and allocation disagreement for accuracy assessment
    • Pontius, R.G., Jr.; Millones, M. Death to Kappa: Birth of quantity disagreement and allocation disagreement for accuracy assessment. Int. J. Remote Sens. 2011, 32, 4407-4429.
    • (2011) Int. J. Remote Sens. , vol.32 , pp. 4407-4429
    • Pontius, R.G.1    Millones, M.2
  • 46
    • 78751637014 scopus 로고    scopus 로고
    • Comparison of three maps at multiple resolutions: A case study of land change simulation in Cho Don District, Vietnam
    • Pontius, R.G., Jr.; Peethambaram, S.; Castella, J.C. Comparison of three maps at multiple resolutions: A case study of land change simulation in Cho Don District, Vietnam. Ann. Assn. Amer. Geogr. 2011, 101, 45-62.
    • (2011) Ann. Assn. Amer. Geogr. , vol.101 , pp. 45-62
    • Pontius, R.G.1    Peethambaram, S.2    Castella, J.C.3
  • 47
    • 0024855524 scopus 로고
    • Digital change detection using remote-sensing data
    • Singh, A. Digital change detection using remote-sensing data. Int. J. Remote Sens. 1989, 10, 989-1003.
    • (1989) Int. J. Remote Sens. , vol.10 , pp. 989-1003
    • Singh, A.1
  • 48
    • 0033540330 scopus 로고    scopus 로고
    • Monitoring land-cover changes: A comparison of change detection techniques
    • Mas, J.F. Monitoring land-cover changes: A comparison of change detection techniques. Int. J. Remote Sens. 1999, 20, 139-152.
    • (1999) Int. J. Remote Sens. , vol.20 , pp. 139-152
    • Mas, J.F.1
  • 49
    • 0019728363 scopus 로고
    • Urban change detection mapping using Landsat digital data
    • Jensen, J.R. Urban change detection mapping using Landsat digital data. Amer. Cartographer 1981, 8, 127-147.
    • (1981) Amer. Cartographer , vol.8 , pp. 127-147
    • Jensen, J.R.1
  • 50
    • 0031885631 scopus 로고    scopus 로고
    • A quantitative comparison of change detection algorithms for monitoring eelgrass from remotely sensed data
    • Macleod, R.D.; Congalton, R.G. A quantitative comparison of change detection algorithms for monitoring eelgrass from remotely sensed data. Photogramm. Eng. Remote Sensing 1998, 64, 207-216.
    • (1998) Photogramm. Eng. Remote Sensing , vol.64 , pp. 207-216
    • Macleod, R.D.1    Congalton, R.G.2
  • 51
    • 34248666540 scopus 로고
    • Fuzzy sets
    • Zadeh, L.A. Fuzzy sets. Inf. Control 1965, 8, 338-353.
    • (1965) Inf. Control , vol.8 , pp. 338-353
    • Zadeh, L.A.1
  • 53
    • 0035128522 scopus 로고    scopus 로고
    • Formalizing fuzzy objects from uncertain classification results
    • Cheng, T.; Molenaar, M.; Lin, H. Formalizing fuzzy objects from uncertain classification results. Int. J. Geogr. Inf. Sci. 2001, 15, 27-42.
    • (2001) Int. J. Geogr. Inf. Sci. , vol.15 , pp. 27-42
    • Cheng, T.1    Molenaar, M.2    Lin, H.3
  • 54
    • 0035841398 scopus 로고    scopus 로고
    • A generalized confusion matrix for assessing area estimates from remotely sensed data
    • Lewis, H.G.; Brown, M. A generalized confusion matrix for assessing area estimates from remotely sensed data. Int. J. Remote Sens. 2001, 22, 3223-3235.
    • (2001) Int. J. Remote Sens. , vol.22 , pp. 3223-3235
    • Lewis, H.G.1    Brown, M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.