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Volumn 10, Issue 2, 2018, Pages

Mapping Cropland abandonment in the Aral Sea Basin with MODIS time series

Author keywords

Abandoned cropland; Aral Sea Basin; Change detection; Decision fusion; Land use; MODIS

Indexed keywords

CARBON; ECONOMIC AND SOCIAL EFFECTS; FOOD STORAGE; FOOD SUPPLY; POPULATION STATISTICS; RADIOMETERS; SATELLITE IMAGERY; TIME SERIES;

EID: 85042534502     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs10020159     Document Type: Article
Times cited : (84)

References (124)
  • 6
    • 67649866322 scopus 로고    scopus 로고
    • Salt induced land and water degradation in the Aral Sea basin: A challenge to sustainable agriculture in Central Asia
    • Qadir, M.; Noble, A.D.; Qureshi, A.S.; Gupta, R.K.; Yuldashev, T.; Karimov, A. Salt induced land and water degradation in the Aral Sea basin: A challenge to sustainable agriculture in Central Asia. Nat. Resour. Forum 2009, 33, 134-149
    • (2009) Nat. Resour. Forum , vol.33 , pp. 134-149
    • Qadir, M.1    Noble, A.D.2    Qureshi, A.S.3    Gupta, R.K.4    Yuldashev, T.5    Karimov, A.6
  • 7
    • 84930650334 scopus 로고    scopus 로고
    • Mapping abandoned agricultural land in Kyzyl-Orda, Kazakhstan using satellite remote sensing
    • Löw, F.; Fliemann, E.; Abdullaev, I.; Conrad, C.; Lamers, J.P.A. Mapping abandoned agricultural land in Kyzyl-Orda, Kazakhstan using satellite remote sensing. Appl. Geogr. 2015, 8, 377-390
    • (2015) Appl. Geogr , vol.8 , pp. 377-390
    • Löw, F.1    Fliemann, E.2    Abdullaev, I.3    Conrad, C.4    Lamers, J.P.A.5
  • 8
    • 84879052265 scopus 로고    scopus 로고
    • Spatio-temporal analyses of cropland degradation in the irrigated lowlands of Uzbekistan using remote-sensing and logistic regression modeling
    • Dubovyk, O.; Menz, G.; Conrad, C.; Kan, E.; Machwitz, M.; Khamzina, A. Spatio-temporal analyses of cropland degradation in the irrigated lowlands of Uzbekistan using remote-sensing and logistic regression modeling. Environ. Monit. Assess. 2013, 185, 4775-4790
    • (2013) Environ. Monit. Assess , vol.185 , pp. 4775-4790
    • Dubovyk, O.1    Menz, G.2    Conrad, C.3    Kan, E.4    Machwitz, M.5    Khamzina, A.6
  • 10
  • 11
    • 84899858948 scopus 로고    scopus 로고
    • Mapping irrigated areas in Afghanistan over the past decade using MODIS NDVI
    • Pervez, S.M.; Budde, M.; Rowland, J. Mapping irrigated areas in Afghanistan over the past decade using MODIS NDVI. Remote Sens. Environ. 2014, 149, 155-165
    • (2014) Remote Sens. Environ , vol.149 , pp. 155-165
    • Pervez, S.M.1    Budde, M.2    Rowland, J.3
  • 12
    • 84856456799 scopus 로고    scopus 로고
    • Climate change and international water conflict in Central Asia
    • Bernauer, T.; Siegfried, T. Climate change and international water conflict in Central Asia. J. Peace Res. 2012, 49, 227-239
    • (2012) J. Peace Res , vol.49 , pp. 227-239
    • Bernauer, T.1    Siegfried, T.2
  • 15
    • 84964053032 scopus 로고    scopus 로고
    • Economic costs of reduced irrigation water availability in Uzbekistan (Central Asia)
    • Bekchanov, M.; Lamers, J.P.A. Economic costs of reduced irrigation water availability in Uzbekistan (Central Asia). Reg. Environ. Chang. 2016, 16, 2369-2387
    • (2016) Reg. Environ. Chang , vol.16 , pp. 2369-2387
    • Bekchanov, M.1    Lamers, J.P.A.2
  • 17
    • 84866376108 scopus 로고    scopus 로고
    • Land Abandonment in Russia: A Case Study of Two Regions
    • Ioffe, G.; Nefedova, T.; de Beurs, K.M. Land Abandonment in Russia: A Case Study of Two Regions. Eurasian Geogr. Econ. 2012, 53, 527-549
    • (2012) Eurasian Geogr. Econ , vol.53 , pp. 527-549
    • Ioffe, G.1    Nefedova, T.2    de Beurs, K.M.3
  • 18
    • 84955267791 scopus 로고    scopus 로고
    • Drivers, constraints and tradeoffs associated with recultivating abandoned cropland in Russia, Ukraine and Kazakhstan (in press)
    • Meyfroidt, P.; Schierhorn, F.; Prishchepov, A.V.; Müller, D.; Kuemmerle, T. Drivers, constraints and tradeoffs associated with recultivating abandoned cropland in Russia, Ukraine and Kazakhstan (in press). Glob. Environ. Chang. 2016, 37, 1-15
    • (2016) Glob. Environ. Chang , vol.37 , pp. 1-15
    • Meyfroidt, P.1    Schierhorn, F.2    Prishchepov, A.V.3    Müller, D.4    Kuemmerle, T.5
  • 20
    • 84861712686 scopus 로고    scopus 로고
    • Conversion of degraded cropland to tree plantations for ecosystem and livelihood benefits
    • Martius, C., Rudenko, I., Lamers, J.P.A., Vlek, P.L.G., Eds.; Springer: Dordrecht, The Netherlands
    • Khamzina, A.; Lamers, J.P.A.; Vlek, P.L.G. Conversion of degraded cropland to tree plantations for ecosystem and livelihood benefits. In Cotton, Water, Salts and Soums; Martius, C., Rudenko, I., Lamers, J.P.A., Vlek, P.L.G., Eds.; Springer: Dordrecht, The Netherlands, 2012; pp. 235-248
    • (2012) Cotton, Water, Salts and Soums , pp. 235-248
    • Khamzina, A.1    Lamers, J.P.A.2    Vlek, P.L.G.3
  • 23
    • 84930622638 scopus 로고    scopus 로고
    • Mapping marginal land in Khorezm using GIS and remote sensing techniques Restructuring Land Allocation, Water Use and Agricultural Value Chains
    • Lamers, J.P.A., Khamzina, A., Rudenko, I., Vlek, P.L.G., Eds.; Bonn University Press: Goettingen, Germany
    • Fritsch, S.; Conrad, C.; Dürbeck, T.; Schorcht, G. Mapping marginal land in Khorezm using GIS and remote sensing techniques. In Restructuring Land Allocation, Water Use and Agricultural Value Chains. Technologies, Policies and Practices for the Lower Amudarya Region; Lamers, J.P.A., Khamzina, A., Rudenko, I., Vlek, P.L.G., Eds.; Bonn University Press: Goettingen, Germany, 2014; pp. 167-178
    • (2014) Technologies, Policies and Practices for the Lower Amudarya Region , pp. 167-178
    • Fritsch, S.1    Conrad, C.2    Dürbeck, T.3    Schorcht, G.4
  • 24
    • 84879722555 scopus 로고    scopus 로고
    • Spatial targeting of land rehabilitation: A relational analysis of cropland productivity decline in arid Uzbekistan
    • Dubovyk, O.; Menz, G.; Conrad, C.; Lamers, J.P.A.; Lee, A.; Khamzina, A. Spatial targeting of land rehabilitation: A relational analysis of cropland productivity decline in arid Uzbekistan. Erdkunde 2013, 67, 167-181
    • (2013) Erdkunde , vol.67 , pp. 167-181
    • Dubovyk, O.1    Menz, G.2    Conrad, C.3    Lamers, J.P.A.4    Lee, A.5    Khamzina, A.6
  • 25
    • 84863510477 scopus 로고    scopus 로고
    • The effect of Landsat ETM/ETM+ image acquisition dates on the detection of agricultural land abandonment in Eastern Europe
    • Prishchepov, A.V.; Radeloff, V.C.; Dubinin, M.; Alcantara, C. The effect of Landsat ETM/ETM+ image acquisition dates on the detection of agricultural land abandonment in Eastern Europe. Remote Sens. Environ. 2012, 126, 195-209
    • (2012) Remote Sens. Environ , vol.126 , pp. 195-209
    • Prishchepov, A.V.1    Radeloff, V.C.2    Dubinin, M.3    Alcantara, C.4
  • 31
    • 39749173163 scopus 로고    scopus 로고
    • Large-area cropmapping using time-seriesMODIS 250mNDVI data: An assessment for the U.S
    • Wardlow, B.D.; Egbert, S.L. Large-area cropmapping using time-seriesMODIS 250mNDVI data: An assessment for the U.S. Central Great Plains. Remote Sens. Environ. 2008, 112, 1096-1116
    • (2008) Central Great Plains. Remote Sens. Environ , vol.112 , pp. 1096-1116
    • Wardlow, B.D.1    Egbert, S.L.2
  • 32
    • 84973622907 scopus 로고    scopus 로고
    • Evaluating Crop AreaMapping fromMODIS Time-Series as an Assessment Tool for Zimbabwe's "Fast Track Land Reform Programme"
    • Hentze, K.; Thonfeld, F.;Menz, G. Evaluating Crop AreaMapping fromMODIS Time-Series as an Assessment Tool for Zimbabwe's "Fast Track Land Reform Programme". PLoS ONE 2016, 11, e0156630
    • (2016) PLoS ONE , vol.11
    • Hentze, K.1    Thonfeld, F.2    Menz, G.3
  • 33
    • 84959321196 scopus 로고    scopus 로고
    • Mapping cropland-use intensity across Europe using MODIS NDVI time series
    • Estel, S.; Kuemmerle, T.; Levers, C.; Baumann, M.; Hostert, P. Mapping cropland-use intensity across Europe using MODIS NDVI time series. Environ. Res. Lett. 2016, 11, 24015
    • (2016) Environ. Res. Lett , vol.11 , pp. 24015
    • Estel, S.1    Kuemmerle, T.2    Levers, C.3    Baumann, M.4    Hostert, P.5
  • 34
    • 84864417890 scopus 로고    scopus 로고
    • Regional land cover mapping and change detection in Central Asia using MODIS time-series
    • Klein, I.; Gessner, U.; Kuenzer, C. Regional land cover mapping and change detection in Central Asia using MODIS time-series. Appl. Geogr. 2012, 35, 219-234
    • (2012) Appl. Geogr , vol.35 , pp. 219-234
    • Klein, I.1    Gessner, U.2    Kuenzer, C.3
  • 36
    • 84942546109 scopus 로고    scopus 로고
    • Decision fusion and non-parametric classifiers for land use mapping using multi-temporal RapidEye data
    • Löw, F.; Conrad, C.; Michel, U. Decision fusion and non-parametric classifiers for land use mapping using multi-temporal RapidEye data. ISPRS J. Photogramm. Remote Sens. 2015, 108, 191-204
    • (2015) ISPRS J. Photogramm. Remote Sens , vol.108 , pp. 191-204
    • Löw, F.1    Conrad, C.2    Michel, U.3
  • 37
    • 85019556887 scopus 로고    scopus 로고
    • How conflict affects land use: agricultural activity in areas seized by the Islamic State
    • Eklund, L.; Degerald, M.; Brandt, M.; Prishchepov, A.V.; Pilesjö, P. How conflict affects land use: agricultural activity in areas seized by the Islamic State. Environ. Res. Lett. 2017, 12, 54004
    • (2017) Environ. Res. Lett , vol.12 , pp. 54004
    • Eklund, L.1    Degerald, M.2    Brandt, M.3    Prishchepov, A.V.4    Pilesjö, P.5
  • 40
    • 84927598104 scopus 로고    scopus 로고
    • Analysis of uncertainty in multi-temporal object-based classification
    • Löw, F.; Knöfel, P.; Conrad, C. Analysis of uncertainty in multi-temporal object-based classification. ISPRS J. Photogramm. Remote Sens. 2015, 105, 91-106
    • (2015) ISPRS J. Photogramm. Remote Sens , vol.105 , pp. 91-106
    • Löw, F.1    Knöfel, P.2    Conrad, C.3
  • 41
    • 50849107730 scopus 로고    scopus 로고
    • A remote sensing based monitoring system for discrimination between climate and human-induced vegetation change in Central Asia
    • Propastin, P.; Kappas, M.; Muratova, N.R. A remote sensing based monitoring system for discrimination between climate and human-induced vegetation change in Central Asia. Manag. Environ. Qual. Int. J. 2008, 19, 579-596
    • (2008) Manag. Environ. Qual. Int. J , vol.19 , pp. 579-596
    • Propastin, P.1    Kappas, M.2    Muratova, N.R.3
  • 42
    • 70450277327 scopus 로고    scopus 로고
    • Dual scale trend analysis for evaluating climatic and anthropogenic effects on the vegetated land surface in Russia and Kazakhstan
    • De Beurs, K.M.; Wright, C.; Henebry, G. Dual scale trend analysis for evaluating climatic and anthropogenic effects on the vegetated land surface in Russia and Kazakhstan. Environ. Res. Lett. 2009, 4, 45012
    • (2009) Environ. Res. Lett , vol.4 , pp. 45012
    • De Beurs, K.M.1    Wright, C.2    Henebry, G.3
  • 43
    • 84860601047 scopus 로고    scopus 로고
    • Comparison of support vector machine, neural network, and CART algorithms for the land-cover classification using limited training data points
    • Shao, Y.; Lunetta, R.S. Comparison of support vector machine, neural network, and CART algorithms for the land-cover classification using limited training data points. ISPRS J. Photogramm. Remote Sens. 2012, 70, 78-87
    • (2012) ISPRS J. Photogramm. Remote Sens , vol.70 , pp. 78-87
    • Shao, Y.1    Lunetta, R.S.2
  • 44
    • 77958478647 scopus 로고    scopus 로고
    • Monitoring agricultural cropping patterns across the Laurentian Great Lakes Basin using MODIS-NDVI data
    • Lunetta, R.; Shao, Y. Monitoring agricultural cropping patterns across the Laurentian Great Lakes Basin using MODIS-NDVI data. Int. J. Appl. Earth Obs. Geoinf. 2010, 12, 81-88
    • (2010) Int. J. Appl. Earth Obs. Geoinf , vol.12 , pp. 81-88
    • Lunetta, R.1    Shao, Y.2
  • 45
    • 84864408692 scopus 로고    scopus 로고
    • Crop area mapping inWest Africa using landscape stratification of MODIS time series and comparison with existing global land products
    • Vintrou, E.; Desbrosse, A.; Bégué, A.; Traoré, S.; Baron, C.; Lo Seen, D. Crop area mapping inWest Africa using landscape stratification of MODIS time series and comparison with existing global land products. Int. J. Appl. Earth Obs. Geoinf. 2012, 14, 83-93
    • (2012) Int. J. Appl. Earth Obs. Geoinf , vol.14 , pp. 83-93
    • Vintrou, E.1    Desbrosse, A.2    Bégué, A.3    Traoré, S.4    Baron, C.5    Lo Seen, D.6
  • 46
    • 85019554371 scopus 로고    scopus 로고
    • Using the 500 m MODIS land cover product to derive a consistent continental scale 30 m Landsat land cover classification
    • Zhang, H.K.; Roy, D.P. Using the 500 m MODIS land cover product to derive a consistent continental scale 30 m Landsat land cover classification. Remote Sens. Environ. 2017, 197, 15-34
    • (2017) Remote Sens. Environ , vol.197 , pp. 15-34
    • Zhang, H.K.1    Roy, D.P.2
  • 47
    • 70450253287 scopus 로고    scopus 로고
    • A new map of global urban extent from MODIS satellite data
    • Schneider, A.; Friedl, M.A.; Potere, D. A new map of global urban extent from MODIS satellite data. Environ. Res. Lett. 2009, 4, 44003
    • (2009) Environ. Res. Lett , vol.4 , pp. 44003
    • Schneider, A.1    Friedl, M.A.2    Potere, D.3
  • 48
  • 50
    • 41249085127 scopus 로고    scopus 로고
    • Some challenges in global land cover mapping: An assessment of agreement and accuracy in existing 1 km datasets
    • Herold, M.; Mayaux, P.; Woodcock, C.; Baccini, A.; Schmullius, C. Some challenges in global land cover mapping: An assessment of agreement and accuracy in existing 1 km datasets. Remote Sens. Environ. 2008, 112, 2538-2556
    • (2008) Remote Sens. Environ , vol.112 , pp. 2538-2556
    • Herold, M.1    Mayaux, P.2    Woodcock, C.3    Baccini, A.4    Schmullius, C.5
  • 52
    • 85042525363 scopus 로고    scopus 로고
    • (accessed on 10 January 2018)
    • FAO The Aral Sea Basin. Available online: http://www.fao.org/nr/water/aquastat/basins/aral-sea/index. stm (accessed on 10 January 2018)
    • FAO The Aral Sea Basin
  • 53
    • 33845777990 scopus 로고    scopus 로고
    • Geographic usage of the terms Middle Asia and Central Asia
    • Cowan, P.J. Geographic usage of the terms Middle Asia and Central Asia. J. Arid Environ. 2007, 69, 359-363
    • (2007) J. Arid Environ , vol.69 , pp. 359-363
    • Cowan, P.J.1
  • 54
    • 0033670474 scopus 로고    scopus 로고
    • Irrigation expansion and dynamics of desertification in the Circum-Aral region of Central Asia
    • Saiko, T.A.; Zonn, I.S. Irrigation expansion and dynamics of desertification in the Circum-Aral region of Central Asia. Appl. Geogr. 2000, 20, 349-367
    • (2000) Appl. Geogr , vol.20 , pp. 349-367
    • Saiko, T.A.1    Zonn, I.S.2
  • 55
    • 84959506702 scopus 로고    scopus 로고
    • Optimizing irrigation efficiency improvements in the Aral Sea Basin
    • Bekchanov, M.; Ringler, C.; Bhaduri, A.; Jeuland, M. Optimizing irrigation efficiency improvements in the Aral Sea Basin. Water Resour. Econ. 2016, 13, 30-45
    • (2016) Water Resour. Econ , vol.13 , pp. 30-45
    • Bekchanov, M.1    Ringler, C.2    Bhaduri, A.3    Jeuland, M.4
  • 56
    • 85042542035 scopus 로고    scopus 로고
    • (accessed on 10 January 2018)
    • FAO Aquastat. Available online: http://www.fao.org/nr/water/aquastat (accessed on 10 January 2018)
    • FAO Aquastat
  • 58
    • 0031238672 scopus 로고    scopus 로고
    • Irrigation and land degradation: implications for agriculture in Turkmenistan, central Asia
    • O'Hara, S.L. Irrigation and land degradation: implications for agriculture in Turkmenistan, central Asia. J. Arid Environ. 1997, 37, 165-179
    • (1997) J. Arid Environ , vol.37 , pp. 165-179
    • O'Hara, S.L.1
  • 59
    • 84939824633 scopus 로고    scopus 로고
    • Analysing irrigated crop rotation patterns in arid Uzbekistan by the means of remote sensing: A case study on post-Soviet agricultural land use
    • Conrad, C.; Lamers, J.P.A.; Ibragimov, N.; Löw, F.; Martius, C. Analysing irrigated crop rotation patterns in arid Uzbekistan by the means of remote sensing: A case study on post-Soviet agricultural land use. J. Arid Environ. 2016, 124, 150-159
    • (2016) J. Arid Environ , vol.124 , pp. 150-159
    • Conrad, C.1    Lamers, J.P.A.2    Ibragimov, N.3    Löw, F.4    Martius, C.5
  • 68
    • 5144233854 scopus 로고    scopus 로고
    • TIMESAT-A program for analyzing time-series of satellite sensor data
    • Jonsson, P.; Eklundh, L. TIMESAT-A program for analyzing time-series of satellite sensor data. Comput. Geosci. 2004, 30, 833-845
    • (2004) Comput. Geosci , vol.30 , pp. 833-845
    • Jonsson, P.1    Eklundh, L.2
  • 69
    • 75349110757 scopus 로고    scopus 로고
    • Vegetation cover degradation assessment in Madagascar savanna based on trend analysis of MODIS NDVI time seriese
    • Jacquin, A.; Sheeren, D.; Lacombe, J. Vegetation cover degradation assessment in Madagascar savanna based on trend analysis of MODIS NDVI time seriese. Int. J. Appl. Earth Obs. Geoinf. 2010, 12, 3-10
    • (2010) Int. J. Appl. Earth Obs. Geoinf , vol.12 , pp. 3-10
    • Jacquin, A.1    Sheeren, D.2    Lacombe, J.3
  • 72
    • 84884355354 scopus 로고    scopus 로고
    • Remote sensing based analysis of landscape change in the desiccated seabed of the Aral Sea-A potential tool for assessing the hazard degree of dust and salt storms
    • Löw, F.; Navratil, P.; Kotte, K.; Schöler, H.F.; Bubenzer, O. Remote sensing based analysis of landscape change in the desiccated seabed of the Aral Sea-A potential tool for assessing the hazard degree of dust and salt storms. Environ. Monit. Assess. 2013, 185, 8303-8319
    • (2013) Environ. Monit. Assess , vol.185 , pp. 8303-8319
    • Löw, F.1    Navratil, P.2    Kotte, K.3    Schöler, H.F.4    Bubenzer, O.5
  • 74
    • 77956180602 scopus 로고    scopus 로고
    • A scalable approach to mapping annual land cover at 250 m using MODIS time series data: A case study in the Dry Chaco ecoregion of South America
    • Clark, M.L.; Aide, T.M.; Grau, H.R.; Riner, G. A scalable approach to mapping annual land cover at 250 m using MODIS time series data: A case study in the Dry Chaco ecoregion of South America. Remote Sens. Environ. 2010, 114, 2816-2832
    • (2010) Remote Sens. Environ , vol.114 , pp. 2816-2832
    • Clark, M.L.1    Aide, T.M.2    Grau, H.R.3    Riner, G.4
  • 75
    • 84922238304 scopus 로고    scopus 로고
    • Mining dense Landsat time series for separating cropland and pasture in a heterogeneous Brazilian savanna landscape
    • Müller, H.; Rufin, P.; Griffiths, P.; Barros Siqueira, A.J.; Hostert, P. Mining dense Landsat time series for separating cropland and pasture in a heterogeneous Brazilian savanna landscape. Remote Sens. Environ. 2015, 156, 490-499
    • (2015) Remote Sens. Environ , vol.156 , pp. 490-499
    • Müller, H.1    Rufin, P.2    Griffiths, P.3    Barros Siqueira, A.J.4    Hostert, P.5
  • 76
    • 0032118074 scopus 로고    scopus 로고
    • MODIS land data storage, gridding, and compositing methodology: Level 2 grid
    • Wolfe, R.E.; Roy, D.P.; Vermote, E. MODIS land data storage, gridding, and compositing methodology: Level 2 grid. IEEE Trans. Geosci. Remote Sens. 2002, 36, 1324-1338
    • (2002) IEEE Trans. Geosci. Remote Sens , vol.36 , pp. 1324-1338
    • Wolfe, R.E.1    Roy, D.P.2    Vermote, E.3
  • 77
    • 79960709912 scopus 로고    scopus 로고
    • Crop specific green area index retrieval from MODIS data at regional scale by controlling pixel-target adequacy
    • Duveiller, G.; Baret, F.; Defourny, P. Crop specific green area index retrieval from MODIS data at regional scale by controlling pixel-target adequacy. Remote Sens. Environ. 2011, 115, 2686-2701
    • (2011) Remote Sens. Environ , vol.115 , pp. 2686-2701
    • Duveiller, G.1    Baret, F.2    Defourny, P.3
  • 78
    • 84983755384 scopus 로고    scopus 로고
    • Cropping intensity in the Aral Sea Basin and its dependency from the runoff formation 2000-2012
    • Conrad, C.; Schönbrodt-Stitt, S.; Löw, F.; Sorokin, D.; Paeth, H. Cropping intensity in the Aral Sea Basin and its dependency from the runoff formation 2000-2012. Remote Sens. 2016, 8, 630
    • (2016) Remote Sens , vol.8 , pp. 630
    • Conrad, C.1    Schönbrodt-Stitt, S.2    Löw, F.3    Sorokin, D.4    Paeth, H.5
  • 81
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. Random forests. Mach. Learn. 2001, 45, 5-32
    • (2001) Mach. Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 82
    • 69849104695 scopus 로고    scopus 로고
    • Classifier ensembles for land cover mapping using multitemporal SAR imagery
    • Waske, B.; Braun, M. Classifier ensembles for land cover mapping using multitemporal SAR imagery. ISPRS J. Photogramm. Remote Sens. 2009, 64, 450-457
    • (2009) ISPRS J. Photogramm. Remote Sens , vol.64 , pp. 450-457
    • Waske, B.1    Braun, M.2
  • 87
    • 0003450542 scopus 로고    scopus 로고
    • The Nature of Statistical Learning Theory (Statistics for Engineering and Information Science)
    • 2nd ed.; Jordan, M., Lauritzen, S.L., Lawless, J.F., Nair, V., Eds.; Springer: Berlin, German
    • Vapnik, V. The Nature of Statistical Learning Theory (Statistics for Engineering and Information Science), 2nd ed.; Jordan, M., Lauritzen, S.L., Lawless, J.F., Nair, V., Eds.; Springer: Berlin, German, 2000
    • (2000)
    • Vapnik, V.1
  • 88
    • 40349110669 scopus 로고    scopus 로고
    • Crop classification by support vector machine with intelligently selected training data for an operational application
    • Mathur, A.; Foody, G.M. Crop classification by support vector machine with intelligently selected training data for an operational application. Int. J. Remote Sens. 2008, 29, 2227-2240
    • (2008) Int. J. Remote Sens , vol.29 , pp. 2227-2240
    • Mathur, A.1    Foody, G.M.2
  • 89
    • 77951295936 scopus 로고    scopus 로고
    • Feature selection for classification of hyperspectral data by SVM
    • Pal, M.; Foody, G.M. Feature selection for classification of hyperspectral data by SVM. IEEE Trans. Geosci. Remote Sens. 2010, 48, 2297-2307
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , pp. 2297-2307
    • Pal, M.1    Foody, G.M.2
  • 90
    • 4544272407 scopus 로고    scopus 로고
    • Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification
    • Foody, G.M.; Mathur, A. Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification. Remote Sens. Environ. 2004, 93, 107-117
    • (2004) Remote Sens. Environ , vol.93 , pp. 107-117
    • Foody, G.M.1    Mathur, A.2
  • 92
    • 33748611921 scopus 로고    scopus 로고
    • Ensemble based systems in decision making
    • Policar, R. Ensemble based systems in decision making. IEEE Circuits Syst. Mag. 2006, 6, 21-45
    • (2006) IEEE Circuits Syst. Mag , vol.6 , pp. 21-45
    • Policar, R.1
  • 93
    • 77953871614 scopus 로고    scopus 로고
    • Sensitivity of support vector machines to random feature selection in classification of hyperspectral data
    • Waske, B.; van der Linden, S.; Benediktsson, J.A.; Rabe, A.; Hostert, P. Sensitivity of support vector machines to random feature selection in classification of hyperspectral data. IEEE Trans. Geosci. Remote Sens. 2010, 48, 2880-2889
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , pp. 2880-2889
    • Waske, B.1    van der Linden, S.2    Benediktsson, J.A.3    Rabe, A.4    Hostert, P.5
  • 94
    • 84867069504 scopus 로고    scopus 로고
    • Impact of reducing polarimetric SAR input on the uncertainty of crop classifications based on the random forests algorithm
    • Loosvelt, L.; Peters, J.; Skriver, H. Impact of reducing polarimetric SAR input on the uncertainty of crop classifications based on the random forests algorithm. IEEE Trans. Geosci. Remote Sens. 2012, 50, 4185-4200
    • (2012) IEEE Trans. Geosci. Remote Sens , vol.50 , pp. 4185-4200
    • Loosvelt, L.1    Peters, J.2    Skriver, H.3
  • 95
    • 77957008534 scopus 로고    scopus 로고
    • Uncertainty analysis for the classification of multispectral satellite images using SVMs and SOMs
    • Giacco, F.; Thiel, C.; Pugliese, L.; Scarpetta, S.; Marinaro, M. Uncertainty analysis for the classification of multispectral satellite images using SVMs and SOMs. IEEE Trans. Geosci. Remote Sens. 2010, 48, 3769-3779
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , pp. 3769-3779
    • Giacco, F.1    Thiel, C.2    Pugliese, L.3    Scarpetta, S.4    Marinaro, M.5
  • 96
    • 84884514639 scopus 로고    scopus 로고
    • Impact of feature selection on the accuracy and spatial uncertainty of per-field crop classification using Support Vector Machines
    • Löw, F.; Michel, U.; Dech, S.; Conrad, C. Impact of feature selection on the accuracy and spatial uncertainty of per-field crop classification using Support Vector Machines. ISPRS J. Photogramm. Remote Sens. 2013, 85, 102-119
    • (2013) ISPRS J. Photogramm. Remote Sens , vol.85 , pp. 102-119
    • Löw, F.1    Michel, U.2    Dech, S.3    Conrad, C.4
  • 98
    • 0026278621 scopus 로고
    • A review of assessing the accuracy of classifications of remotely sensed data
    • Congalton, R.G. A review of assessing the accuracy of classifications of remotely sensed data. Remote Sens. Environ. 1991, 37, 35-46
    • (1991) Remote Sens. Environ , vol.37 , pp. 35-46
    • Congalton, R.G.1
  • 101
    • 67349093551 scopus 로고    scopus 로고
    • Classification accuracy comparison: Hypothesis tests and the use of confidence intervals in evaluations of difference, equivalence and non-inferiority
    • Foody, G.M. Classification accuracy comparison: Hypothesis tests and the use of confidence intervals in evaluations of difference, equivalence and non-inferiority. Remote Sens. Environ. 2009, 113, 1658-1663
    • (2009) Remote Sens. Environ , vol.113 , pp. 1658-1663
    • Foody, G.M.1
  • 102
    • 84904599862 scopus 로고    scopus 로고
    • Comparing three global parametric and local non-parametric models to simulate land use change in diverse areas of the world
    • Tayyebi, A.; Pijanowski, B.C.; Linderman, M.; Gratton, C. Comparing three global parametric and local non-parametric models to simulate land use change in diverse areas of the world. Environ. Model. Softw. 2014, 59, 202-221
    • (2014) Environ. Model. Softw , vol.59 , pp. 202-221
    • Tayyebi, A.1    Pijanowski, B.C.2    Linderman, M.3    Gratton, C.4
  • 103
    • 84897442036 scopus 로고    scopus 로고
    • Modeling multiple land use changes using ANN, CART and MARS: Comparing tradeoffs in goodness of fit and explanatory power of data mining tools
    • Tayyebi, A.; Pijanowski, B.C. Modeling multiple land use changes using ANN, CART and MARS: Comparing tradeoffs in goodness of fit and explanatory power of data mining tools. Int. J. Appl. Earth Obs. Geoinf. 2014, 28, 102-116
    • (2014) Int. J. Appl. Earth Obs. Geoinf , vol.28 , pp. 102-116
    • Tayyebi, A.1    Pijanowski, B.C.2
  • 104
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • Fawcett, T. An introduction to ROC analysis. Pattern Recognit. Lett. 2006, 27, 861-874
    • (2006) Pattern Recognit. Lett , vol.27 , pp. 861-874
    • Fawcett, T.1
  • 105
    • 84870202759 scopus 로고    scopus 로고
    • Making better use of accuracy data in land change studies: Estimating accuracy and area and quantifying uncertainty using stratified estimation
    • Olofsson, P.; Foody, G.M.; Stehman, S.V.; Woodcock, C.E. Making better use of accuracy data in land change studies: Estimating accuracy and area and quantifying uncertainty using stratified estimation. Remote Sens. Environ. 2013, 129, 122-131
    • (2013) Remote Sens. Environ , vol.129 , pp. 122-131
    • Olofsson, P.1    Foody, G.M.2    Stehman, S.V.3    Woodcock, C.E.4
  • 106
    • 0020108638 scopus 로고
    • Using know map category marginal frequencies to improve estimates of thematic map accuracy
    • Card, D. Using know map category marginal frequencies to improve estimates of thematic map accuracy. Photogramm. Eng. Remote Sens. 1982, 48, 432-439
    • (1982) Photogramm. Eng. Remote Sens , vol.48 , pp. 432-439
    • Card, D.1
  • 107
    • 0030461168 scopus 로고    scopus 로고
    • Estimating the Kappa coefficient and its variance under stratified random sampling
    • Stehman, S.V. Estimating the Kappa coefficient and its variance under stratified random sampling. Photogramm. Eng. Remote Sens. 1996, 62, 401-407
    • (1996) Photogramm. Eng. Remote Sens , vol.62 , pp. 401-407
    • Stehman, S.V.1
  • 108
    • 76549254593 scopus 로고
    • Notes on continuous stochastic phenomena
    • Moran, P.A.P. Notes on continuous stochastic phenomena. Biometrika 1950, 37, 17-23
    • (1950) Biometrika , vol.37 , pp. 17-23
    • Moran, P.A.P.1
  • 109
    • 0029507498 scopus 로고
    • Local indicators of spatial association-LISA
    • Anselin, L. Local indicators of spatial association-LISA. Geogr. Anal. 1995, 27, 93-115
    • (1995) Geogr. Anal , vol.27 , pp. 93-115
    • Anselin, L.1
  • 110
    • 84962508988 scopus 로고    scopus 로고
    • Cropland Mapping over Sahelian and Sudanian Agrosystems: A Knowledge-Based Approach Using PROBA-V Time Series at 100-m
    • Lambert, M.-J.; Waldner, F.; Defourny, P. Cropland Mapping over Sahelian and Sudanian Agrosystems: A Knowledge-Based Approach Using PROBA-V Time Series at 100-m. Remote Sens. 2016, 8, 232
    • (2016) Remote Sens , vol.8 , pp. 232
    • Lambert, M.-J.1    Waldner, F.2    Defourny, P.3
  • 113
    • 0037138473 scopus 로고    scopus 로고
    • An assessment of support vector machines for land cover classification
    • Huang, C.; Davis, L.S.; Townshend, J.R.G. An assessment of support vector machines for land cover classification. Int. J. Remote Sens. 2002, 23, 725-749
    • (2002) Int. J. Remote Sens , vol.23 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 114
    • 85027573788 scopus 로고    scopus 로고
    • The impact of training class proportions on binary cropland classification
    • Waldner, F.; Jacques, D.C.; Löw, F. The impact of training class proportions on binary cropland classification. Remote Sens. Lett. 2017, 8, 1123-1132
    • (2017) Remote Sens. Lett , vol.8 , pp. 1123-1132
    • Waldner, F.1    Jacques, D.C.2    Löw, F.3
  • 115
    • 84873352285 scopus 로고    scopus 로고
    • Comparing the determinants of cropland abandonment in Albania and Romania using boosted regression trees
    • Müller, D.; Leitão, P.J.; Sikor, T. Comparing the determinants of cropland abandonment in Albania and Romania using boosted regression trees. Agric. Syst. 2013, 117, 66-77
    • (2013) Agric. Syst , vol.117 , pp. 66-77
    • Müller, D.1    Leitão, P.J.2    Sikor, T.3
  • 118
    • 85042553652 scopus 로고    scopus 로고
    • 2012 FAO: Rome, Italy
    • FAO-UNESCO Irrigation in Central Asia in Figures-AQUASTAT Survey 2012; FAO: Rome, Italy, 2013; p. 246
    • (2013) , pp. 246
  • 119
    • 84863534824 scopus 로고    scopus 로고
    • Effects of institutional changes on land use: Agricultural land abandonment during the transition from state-command to market-driven economies in post-Soviet Eastern Europe
    • Prishchepov, A.V.; Radeloff, V.C.; Baumann, M.; Kuemmerle, T.; Müller, D. Effects of institutional changes on land use: Agricultural land abandonment during the transition from state-command to market-driven economies in post-Soviet Eastern Europe. Environ. Res. Lett. 2012, 7, 24021
    • (2012) Environ. Res. Lett , vol.7 , pp. 24021
    • Prishchepov, A.V.1    Radeloff, V.C.2    Baumann, M.3    Kuemmerle, T.4    Müller, D.5
  • 123
    • 63049087520 scopus 로고    scopus 로고
    • Distortions to Agricultural Incentives in Europeś
    • Anderson, K., Swinnen, J., Eds.; The World Bank: Washington, DC, USA
    • Anderson, K.; Swinnen, J. Distortions to Agricultural Incentives in Europeś Transition Economies; Anderson, K., Swinnen, J., Eds.; The World Bank: Washington, DC, USA, 2008
    • (2008) Transition Economies
    • Anderson, K.1    Swinnen, J.2
  • 124
    • 67349088329 scopus 로고    scopus 로고
    • Land reform, farm structure, and agricultural performance in CIS countries
    • Lerman, Z. Land reform, farm structure, and agricultural performance in CIS countries. China Econ. Rev. 2009, 20, 316-326
    • (2009) China Econ. Rev , vol.20 , pp. 316-326
    • Lerman, Z.1


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