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Volumn 118, Issue , 2016, Pages 53-64

Susceptibility mapping of shallow landslides using kernel-based Gaussian process, support vector machines and logistic regression

Author keywords

Gaussian process; Kernel learning; Landslide; Logistic regression; Support vector machine; Susceptibility mapping

Indexed keywords

ALGORITHM; GAUSSIAN METHOD; GEOLOGICAL MAPPING; LANDSLIDE; REGRESSION ANALYSIS; SUPPORT VECTOR MACHINE;

EID: 84959319429     PISSN: 1464343X     EISSN: 18791956     Source Type: Journal    
DOI: 10.1016/j.jafrearsci.2016.02.019     Document Type: Article
Times cited : (156)

References (79)
  • 1
    • 84949089789 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using multi-criteria evaluation techniques in Chittagong Metropolitan Area, Bangladesh
    • Ahmed B. Landslide susceptibility mapping using multi-criteria evaluation techniques in Chittagong Metropolitan Area, Bangladesh. Landslides 2014, 10.1007/s10346-014-0521-x.
    • (2014) Landslides
    • Ahmed, B.1
  • 2
    • 43149096254 scopus 로고    scopus 로고
    • Landslide susceptibility mapping for a landslide-prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models
    • Akgun A., Dag S., Bulut F. Landslide susceptibility mapping for a landslide-prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models. Environ. Geol. 2008, 54:1127-1143.
    • (2008) Environ. Geol. , vol.54 , pp. 1127-1143
    • Akgun, A.1    Dag, S.2    Bulut, F.3
  • 3
    • 82455187958 scopus 로고    scopus 로고
    • An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
    • Akgun A., Sezer E.A., Nefeslioglu H.A., Gokceoglu C., Pradhan B. An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm. Comput. Geosci. UK 2012, 38:23-34.
    • (2012) Comput. Geosci. UK , vol.38 , pp. 23-34
    • Akgun, A.1    Sezer, E.A.2    Nefeslioglu, H.A.3    Gokceoglu, C.4    Pradhan, B.5
  • 4
    • 77954541842 scopus 로고    scopus 로고
    • Landslide susceptibility mapping for Ayvalik (Western Turkey) and its vicinity by multicriteria decision analysis
    • Akgun A., Turk N. Landslide susceptibility mapping for Ayvalik (Western Turkey) and its vicinity by multicriteria decision analysis. Environ. Earth Sci. 2010, 61:595-611.
    • (2010) Environ. Earth Sci. , vol.61 , pp. 595-611
    • Akgun, A.1    Turk, N.2
  • 5
    • 0001813276 scopus 로고    scopus 로고
    • Landslide hazard assessment: summary review and new perspectives
    • Aleotti P., Chowdhury R. Landslide hazard assessment: summary review and new perspectives. B Eng. Geol. Environ. 1999, 58:21-44.
    • (1999) B Eng. Geol. Environ. , vol.58 , pp. 21-44
    • Aleotti, P.1    Chowdhury, R.2
  • 6
    • 84888082316 scopus 로고    scopus 로고
    • A novel ensemble bivariate statistical evidential belief function with knowledge-based analytical hierarchy process and multivariate statistical logistic regression for landslide susceptibility mapping
    • Althuwaynee O.F., Pradhan B., Park H.J., Lee J.H. A novel ensemble bivariate statistical evidential belief function with knowledge-based analytical hierarchy process and multivariate statistical logistic regression for landslide susceptibility mapping. Catena 2014, 114:21-36.
    • (2014) Catena , vol.114 , pp. 21-36
    • Althuwaynee, O.F.1    Pradhan, B.2    Park, H.J.3    Lee, J.H.4
  • 7
    • 0032420126 scopus 로고    scopus 로고
    • Generalised linear modelling of susceptibility to landsliding in the central Apennines, Italy
    • Atkinson P.M., Massari R. Generalised linear modelling of susceptibility to landsliding in the central Apennines, Italy. Comput. Geosci. 1998, 24:373-385.
    • (1998) Comput. Geosci. , vol.24 , pp. 373-385
    • Atkinson, P.M.1    Massari, R.2
  • 8
    • 12344286175 scopus 로고    scopus 로고
    • The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan
    • Ayalew L., Yamagishi H. The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan. Geomorphology 2005, 65:15-31.
    • (2005) Geomorphology , vol.65 , pp. 15-31
    • Ayalew, L.1    Yamagishi, H.2
  • 9
    • 12344302230 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using GIS-based weighted linear combination, the case in Tsugawa area of Agano River, Niigata Prefecture, Japan
    • Ayalew L., Yamagishi H., Ugawa N. Landslide susceptibility mapping using GIS-based weighted linear combination, the case in Tsugawa area of Agano River, Niigata Prefecture, Japan. Landslides 2004, 1:73-81.
    • (2004) Landslides , vol.1 , pp. 73-81
    • Ayalew, L.1    Yamagishi, H.2    Ugawa, N.3
  • 10
    • 84906951173 scopus 로고    scopus 로고
    • Robust estimation of water chlorophyll concentrations with gaussian process regression and IOWA aggregation operators
    • Bazi Y., Alajlan N., Melgani F., AlHichri H., Yager R.R. Robust estimation of water chlorophyll concentrations with gaussian process regression and IOWA aggregation operators. IEEE J-Stars 2014, 7:3019-3028.
    • (2014) IEEE J-Stars , vol.7 , pp. 3019-3028
    • Bazi, Y.1    Alajlan, N.2    Melgani, F.3    AlHichri, H.4    Yager, R.R.5
  • 12
    • 0001078960 scopus 로고
    • Innovative approaches to landslide hazard mapping
    • Canadian Geotechnical Society, Canada: Toronto
    • Brabb E.E. Innovative approaches to landslide hazard mapping. Proceedings of the IV International Symposium of Landslides 1984, Canadian Geotechnical Society, Canada: Toronto.
    • (1984) Proceedings of the IV International Symposium of Landslides
    • Brabb, E.E.1
  • 13
    • 30844446670 scopus 로고    scopus 로고
    • Spatial prediction models for landslide hazards: review, comparison and evaluation
    • Brenning A. Spatial prediction models for landslide hazards: review, comparison and evaluation. Nat. Hazard Earth Sys 2005, 5:853-862.
    • (2005) Nat. Hazard Earth Sys , vol.5 , pp. 853-862
    • Brenning, A.1
  • 14
    • 80955178875 scopus 로고    scopus 로고
    • Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression
    • Bui D.T., Lofman O., Revhaug I., Dick O. Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression. Nat. Hazards 2011, 59:1413-1444.
    • (2011) Nat. Hazards , vol.59 , pp. 1413-1444
    • Bui, D.T.1    Lofman, O.2    Revhaug, I.3    Dick, O.4
  • 15
    • 84864953124 scopus 로고    scopus 로고
    • Landslide susceptibility assessment in Vietnam using support vector machines, decision tree, and naive Bayes models
    • Bui D.T., Pradhan B., Lofman O., Revhaug I. Landslide susceptibility assessment in Vietnam using support vector machines, decision tree, and naive Bayes models. Math. Probl. Eng. 2012, 2012:1-26.
    • (2012) Math. Probl. Eng. , vol.2012 , pp. 1-26
    • Bui, D.T.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4
  • 16
    • 84887981571 scopus 로고    scopus 로고
    • Landslide susceptibility estimation by random forests technique: sensitivity and scaling issues
    • Catani F., Lagomarsino D., Segoni S., Tofani V. Landslide susceptibility estimation by random forests technique: sensitivity and scaling issues. Nat. Hazard Earth Sys 2013, 13:2815-2831.
    • (2013) Nat. Hazard Earth Sys , vol.13 , pp. 2815-2831
    • Catani, F.1    Lagomarsino, D.2    Segoni, S.3    Tofani, V.4
  • 17
    • 0346250790 scopus 로고    scopus 로고
    • Practical selection of SVM parameters and noise estimation for SVM regression
    • Cherkassky V., Ma Y.Q. Practical selection of SVM parameters and noise estimation for SVM regression. Neural Netw. 2004, 17:113-126.
    • (2004) Neural Netw. , vol.17 , pp. 113-126
    • Cherkassky, V.1    Ma, Y.Q.2
  • 20
    • 0742288013 scopus 로고    scopus 로고
    • Validation of spatial prediction models for landslide hazard mapping
    • Chung C.J.F., Fabbri A.G. Validation of spatial prediction models for landslide hazard mapping. Nat. Hazards 2003, 30:451-472.
    • (2003) Nat. Hazards , vol.30 , pp. 451-472
    • Chung, C.J.F.1    Fabbri, A.G.2
  • 22
    • 0036134698 scopus 로고    scopus 로고
    • Landslide characteristics and, slope instability modeling using GIS, Lantau Island, Hong Kong
    • Dai F.C., Lee C.F. Landslide characteristics and, slope instability modeling using GIS, Lantau Island, Hong Kong. Geomorphology 2002, 42:213-228.
    • (2002) Geomorphology , vol.42 , pp. 213-228
    • Dai, F.C.1    Lee, C.F.2
  • 23
    • 0033879521 scopus 로고    scopus 로고
    • Landslide hazard mapping and its evaluation using GIS: an investigation of sampling schemes for a grid-cell based quantitative method
    • Dhakal A.S., Amada T., Aniya M. Landslide hazard mapping and its evaluation using GIS: an investigation of sampling schemes for a grid-cell based quantitative method. Photogramm. Eng. Rem. S 2000, 66:981-989.
    • (2000) Photogramm. Eng. Rem. S , vol.66 , pp. 981-989
    • Dhakal, A.S.1    Amada, T.2    Aniya, M.3
  • 24
    • 84937898139 scopus 로고    scopus 로고
    • Automatic case-based reasoning approach for landslide detection: integration of object-oriented image analysis and a genetic algorithm
    • Dou J., Chang K.T., Chen S.S., Yunus A.P., Liu J.K., Xia H., Zhu Z.F. Automatic case-based reasoning approach for landslide detection: integration of object-oriented image analysis and a genetic algorithm. Remote Sens-Basel 2015, 7:4318-4342.
    • (2015) Remote Sens-Basel , vol.7 , pp. 4318-4342
    • Dou, J.1    Chang, K.T.2    Chen, S.S.3    Yunus, A.P.4    Liu, J.K.5    Xia, H.6    Zhu, Z.F.7
  • 25
    • 84983479538 scopus 로고    scopus 로고
    • Shallow and deep-seated landslide differentiation using support vector machines: a case study of the Chuetsu area, Japan
    • Dou J., Paudel U., Oguchi T., Uchiyama S., Hayakawa Y.S. Shallow and deep-seated landslide differentiation using support vector machines: a case study of the Chuetsu area, Japan. Terr. Atmos. Ocean. Sci. 2015, 26:227-239.
    • (2015) Terr. Atmos. Ocean. Sci. , vol.26 , pp. 227-239
    • Dou, J.1    Paudel, U.2    Oguchi, T.3    Uchiyama, S.4    Hayakawa, Y.S.5
  • 26
    • 84941773664 scopus 로고    scopus 로고
    • Optimization of causative factors for landslide susceptibility evaluation using remote sensing and GIS data in parts of Niigata, Japan
    • Dou J., Bui D.T., Yunus A.P., Jia K., Song X., Revhaug I., Xia H., Zhu Z.F. Optimization of causative factors for landslide susceptibility evaluation using remote sensing and GIS data in parts of Niigata, Japan. Plos One 2015, 10.
    • (2015) Plos One , vol.10
    • Dou, J.1    Bui, D.T.2    Yunus, A.P.3    Jia, K.4    Song, X.5    Revhaug, I.6    Xia, H.7    Zhu, Z.F.8
  • 27
    • 84924707868 scopus 로고    scopus 로고
    • Evaluation and comparison of landslide susceptibility mapping methods, a case study for the Ulus district, Bartin, northern Turkey
    • Eker A.M., Dikmen M., Cambazoglu S., Duzgun S.H.B., Akgun H. Evaluation and comparison of landslide susceptibility mapping methods, a case study for the Ulus district, Bartin, northern Turkey. Int. J. Geogr. Inf. Sci. 2015, 29:132-158.
    • (2015) Int. J. Geogr. Inf. Sci. , vol.29 , pp. 132-158
    • Eker, A.M.1    Dikmen, M.2    Cambazoglu, S.3    Duzgun, S.H.B.4    Akgun, H.5
  • 28
    • 84896322463 scopus 로고    scopus 로고
    • Which data for quantitative landslide susceptibility mapping at operational scale? Case study of the Pays d'Auge plateau hillslopes (Normandy, France)
    • Fressard M., Thiery Y., Maquaire O. Which data for quantitative landslide susceptibility mapping at operational scale? Case study of the Pays d'Auge plateau hillslopes (Normandy, France). Nat. Hazard Earth Sys 2014, 14:569-588.
    • (2014) Nat. Hazard Earth Sys , vol.14 , pp. 569-588
    • Fressard, M.1    Thiery, Y.2    Maquaire, O.3
  • 29
    • 39149109975 scopus 로고    scopus 로고
    • Susceptibility assessment of earthquake-triggered landslides in El Salvador using logistic regression
    • Garcia-Rodriguez M.J., Malpica J.A., Benito B., Diaz M. Susceptibility assessment of earthquake-triggered landslides in El Salvador using logistic regression. Geomorphology 2008, 95:172-191.
    • (2008) Geomorphology , vol.95 , pp. 172-191
    • Garcia-Rodriguez, M.J.1    Malpica, J.A.2    Benito, B.3    Diaz, M.4
  • 30
    • 84864187384 scopus 로고    scopus 로고
    • Forest biomass estimation from airborne LiDAR data using machine learning approaches
    • Gleason C.J., Im J. Forest biomass estimation from airborne LiDAR data using machine learning approaches. Remote Sens. Environ. 2012, 125:80-91.
    • (2012) Remote Sens. Environ. , vol.125 , pp. 80-91
    • Gleason, C.J.1    Im, J.2
  • 31
    • 84928336422 scopus 로고    scopus 로고
    • Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling
    • Goetz J.N., Brenning A., Petschko H., Leopold P. Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling. Comput. Geosci. 2015, 81:1-11.
    • (2015) Comput. Geosci. , vol.81 , pp. 1-11
    • Goetz, J.N.1    Brenning, A.2    Petschko, H.3    Leopold, P.4
  • 32
    • 15044352194 scopus 로고    scopus 로고
    • Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela
    • Gómez H., Kavzoglu T. Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela. Eng. Geol. 2005, 78:11-27.
    • (2005) Eng. Geol. , vol.78 , pp. 11-27
    • Gómez, H.1    Kavzoglu, T.2
  • 35
    • 84884909283 scopus 로고    scopus 로고
    • A small-scale landslide susceptibility assessment for the territory of Western Carpathians
    • Holec J., Bednarik M., Sabo M., Minar J., Yilmaz I., Marschalko M. A small-scale landslide susceptibility assessment for the territory of Western Carpathians. Nat. Hazards 2013, 69:1081-1107.
    • (2013) Nat. Hazards , vol.69 , pp. 1081-1107
    • Holec, J.1    Bednarik, M.2    Sabo, M.3    Minar, J.4    Yilmaz, I.5    Marschalko, M.6
  • 36
    • 84907876845 scopus 로고    scopus 로고
    • A comparison of Gaussian process regression, random forests and support vector regression for burn severity assessment in diseased forests
    • Hultquist C., Chen G., Zhao K.G. A comparison of Gaussian process regression, random forests and support vector regression for burn severity assessment in diseased forests. Remote Sens. Lett. 2014, 5:723-732.
    • (2014) Remote Sens. Lett. , vol.5 , pp. 723-732
    • Hultquist, C.1    Chen, G.2    Zhao, K.G.3
  • 37
    • 0024249586 scopus 로고
    • General report: morphological and geotechnical parameters of landslides in relation to geology and hydrogeology
    • Balkema, Rotterdam, C. Bonnard (Ed.)
    • Hutchinson J.N. General report: morphological and geotechnical parameters of landslides in relation to geology and hydrogeology. Proceedings of 5th International Symposium on Landslides 1988, 3-35. Balkema, Rotterdam. C. Bonnard (Ed.).
    • (1988) Proceedings of 5th International Symposium on Landslides , pp. 3-35
    • Hutchinson, J.N.1
  • 38
    • 84897555265 scopus 로고    scopus 로고
    • GIS-based frequency ratio and index of entropy models for landslide susceptibility assessment in the Caspian forest, northern Iran
    • Jaafari A., Najafi A., Pourghasemi H.R., Rezaeian J., Sattarian A. GIS-based frequency ratio and index of entropy models for landslide susceptibility assessment in the Caspian forest, northern Iran. Int. J. Environ. Sci. Technol. 2014, 11:909-926.
    • (2014) Int. J. Environ. Sci. Technol. , vol.11 , pp. 909-926
    • Jaafari, A.1    Najafi, A.2    Pourghasemi, H.R.3    Rezaeian, J.4    Sattarian, A.5
  • 39
    • 84903397388 scopus 로고    scopus 로고
    • Optimization of landslide conditioning factors using very high-resolution airborne laser scanning (LiDAR) data at catchment scale
    • Jebur M.N., Pradhan B., Tehrany M.S. Optimization of landslide conditioning factors using very high-resolution airborne laser scanning (LiDAR) data at catchment scale. Remote Sens. Environ. 2014, 152:150-165.
    • (2014) Remote Sens. Environ. , vol.152 , pp. 150-165
    • Jebur, M.N.1    Pradhan, B.2    Tehrany, M.S.3
  • 40
    • 67650759361 scopus 로고    scopus 로고
    • A kernel functions analysis for support vector machines for land cover classification
    • Kavzoglu T., Colkesen I. A kernel functions analysis for support vector machines for land cover classification. Int. J. Appl. Earth Obs. 2009, 11:352-359.
    • (2009) Int. J. Appl. Earth Obs. , vol.11 , pp. 352-359
    • Kavzoglu, T.1    Colkesen, I.2
  • 41
    • 84892629447 scopus 로고    scopus 로고
    • Investigation of the effects of kernel functions in satellite image classification using support vector machines
    • (in Turkish)
    • Kavzoglu T., Colkesen I. Investigation of the effects of kernel functions in satellite image classification using support vector machines. Harita Derg. 2010, 144:73-82. (in Turkish).
    • (2010) Harita Derg. , vol.144 , pp. 73-82
    • Kavzoglu, T.1    Colkesen, I.2
  • 42
    • 84902014292 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression
    • Kavzoglu T., Sahin E.K., Colkesen I. Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression. Landslides 2014, 11:425-439.
    • (2014) Landslides , vol.11 , pp. 425-439
    • Kavzoglu, T.1    Sahin, E.K.2    Colkesen, I.3
  • 43
    • 84925507482 scopus 로고    scopus 로고
    • An assessment of multivariate and bivariate approaches in landslide susceptibility mapping: a case study of Duzkoy district
    • Kavzoglu T., Sahin E.K., Colkesen I. An assessment of multivariate and bivariate approaches in landslide susceptibility mapping: a case study of Duzkoy district. Nat. Hazards 2015, 76:471-496.
    • (2015) Nat. Hazards , vol.76 , pp. 471-496
    • Kavzoglu, T.1    Sahin, E.K.2    Colkesen, I.3
  • 44
    • 84928157611 scopus 로고    scopus 로고
    • Selecting optimal conditioning factors in shallow translational landslide susceptibility mapping using genetic algorithm
    • Kavzoglu T., Sahin E.K., Colkesen I. Selecting optimal conditioning factors in shallow translational landslide susceptibility mapping using genetic algorithm. Eng. Geol. 2015, 192:101-112.
    • (2015) Eng. Geol. , vol.192 , pp. 101-112
    • Kavzoglu, T.1    Sahin, E.K.2    Colkesen, I.3
  • 47
    • 41249092382 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using an artificial neural network in the Gangneung area, Korea
    • Lee S. Landslide susceptibility mapping using an artificial neural network in the Gangneung area, Korea. Int. J. Remote Sens. 2007, 28:4763-4783.
    • (2007) Int. J. Remote Sens. , vol.28 , pp. 4763-4783
    • Lee, S.1
  • 49
    • 84977854172 scopus 로고    scopus 로고
    • Effect of landslide factor combinations on the prediction accuracy of landslide susceptibility maps in the Blue Nile Gorge of Central Ethiopia
    • Meten M., PrakashBhandary N., Yatabe R. Effect of landslide factor combinations on the prediction accuracy of landslide susceptibility maps in the Blue Nile Gorge of Central Ethiopia. Geoenviron. Disasters 2015, 2:1-17.
    • (2015) Geoenviron. Disasters , vol.2 , pp. 1-17
    • Meten, M.1    PrakashBhandary, N.2    Yatabe, R.3
  • 50
    • 79951950272 scopus 로고    scopus 로고
    • Support vector machines in remote sensing: a review
    • Mountrakis G., Im J., Ogole C. Support vector machines in remote sensing: a review. ISPRS J. Photogramm. 2011, 66:247-259.
    • (2011) ISPRS J. Photogramm. , vol.66 , pp. 247-259
    • Mountrakis, G.1    Im, J.2    Ogole, C.3
  • 51
    • 33744823280 scopus 로고    scopus 로고
    • Analytic network process model for landslide hazard zonation
    • Neaupane K.M., Piantanakulchai M. Analytic network process model for landslide hazard zonation. Eng. Geol. 2006, 85:281-294.
    • (2006) Eng. Geol. , vol.85 , pp. 281-294
    • Neaupane, K.M.1    Piantanakulchai, M.2
  • 52
    • 38149018494 scopus 로고    scopus 로고
    • Landslide susceptibility mapping for a part of tectonic Kelkit Valley (Eastern Black Sea region of Turkey)
    • Nefeslioglu H.A., Duman T.Y., Durmaz S. Landslide susceptibility mapping for a part of tectonic Kelkit Valley (Eastern Black Sea region of Turkey). Geomorphology 2008, 94:401-418.
    • (2008) Geomorphology , vol.94 , pp. 401-418
    • Nefeslioglu, H.A.1    Duman, T.Y.2    Durmaz, S.3
  • 53
    • 40649084527 scopus 로고    scopus 로고
    • An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps
    • Nefeslioglu H.A., Gokceoglu C., Sonmez H. An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps. Eng. Geol. 2008, 97:171-191.
    • (2008) Eng. Geol. , vol.97 , pp. 171-191
    • Nefeslioglu, H.A.1    Gokceoglu, C.2    Sonmez, H.3
  • 54
    • 82255186498 scopus 로고    scopus 로고
    • Medium-scale hazard mapping for shallow landslide initiation: the Buyukkoy catchment area (Cayeli, Rize, Turkey)
    • Nefeslioglu H.A., Gokceoglu C., Sonmez H., Gorum T. Medium-scale hazard mapping for shallow landslide initiation: the Buyukkoy catchment area (Cayeli, Rize, Turkey). Landslides 2011, 8:459-483.
    • (2011) Landslides , vol.8 , pp. 459-483
    • Nefeslioglu, H.A.1    Gokceoglu, C.2    Sonmez, H.3    Gorum, T.4
  • 55
  • 56
    • 84870392958 scopus 로고    scopus 로고
    • GIS-based assessment of landslide susceptibility on the base of the Weights-of-Evidence model
    • Neuhäuser B., Damm B., Terhorst B. GIS-based assessment of landslide susceptibility on the base of the Weights-of-Evidence model. Landslides 2012, 9:511-528.
    • (2012) Landslides , vol.9 , pp. 511-528
    • Neuhäuser, B.1    Damm, B.2    Terhorst, B.3
  • 57
    • 84887268935 scopus 로고    scopus 로고
    • Landslide hazard assessment: recent trends and techniques
    • Pardeshi S.D., Autade S.E., Pardeshi S.S. Landslide hazard assessment: recent trends and techniques. Springerplus 2013, 2:523.
    • (2013) Springerplus , vol.2 , pp. 523
    • Pardeshi, S.D.1    Autade, S.E.2    Pardeshi, S.S.3
  • 58
    • 77954625423 scopus 로고    scopus 로고
    • Gaussian process regression for estimating chlorophyll concentration in subsurface waters from remote sensing data
    • Pasolli L., Melgani F., Blanzieri E. Gaussian process regression for estimating chlorophyll concentration in subsurface waters from remote sensing data. IEEE Geosci. Remote S 2010, 7:464-468.
    • (2010) IEEE Geosci. Remote S , vol.7 , pp. 464-468
    • Pasolli, L.1    Melgani, F.2    Blanzieri, E.3
  • 59
    • 84927577697 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using a spatial multi criteria evaluation model at Haraz watershed, Iran
    • Springer, Berlin Heidelberg, B. Pradhan, M. Buchroithner (Eds.)
    • Pourghasemi H.R., Pradhan B., Gokceoglu C., Deylami Moezzi K. Landslide susceptibility mapping using a spatial multi criteria evaluation model at Haraz watershed, Iran. Terrigenous Mass Movements 2012, 23-49. Springer, Berlin Heidelberg. B. Pradhan, M. Buchroithner (Eds.).
    • (2012) Terrigenous Mass Movements , pp. 23-49
    • Pourghasemi, H.R.1    Pradhan, B.2    Gokceoglu, C.3    Deylami Moezzi, K.4
  • 61
    • 0742305114 scopus 로고    scopus 로고
    • Landslide susceptibility models utilising spatial data analysis techniques. A case study from the lower Deba Valley, Guipuzcoa (Spain)
    • Remondo J., Gonzalez-Diez A., De Teran J.R.D., Cendrero A. Landslide susceptibility models utilising spatial data analysis techniques. A case study from the lower Deba Valley, Guipuzcoa (Spain). Nat. Hazards 2003, 30:267-279.
    • (2003) Nat. Hazards , vol.30 , pp. 267-279
    • Remondo, J.1    Gonzalez-Diez, A.2    De Teran, J.R.D.3    Cendrero, A.4
  • 62
    • 0742305111 scopus 로고    scopus 로고
    • A GIS-based multivariate statistical analysis for shallow landslide susceptibility mapping in La Pobla de Lillet area (Eastern Pyrenees, Spain)
    • Santacana N., Baeza B., Corominas J., De Paz A., Marturia J. A GIS-based multivariate statistical analysis for shallow landslide susceptibility mapping in La Pobla de Lillet area (Eastern Pyrenees, Spain). Nat. Hazards 2003, 30:281-295.
    • (2003) Nat. Hazards , vol.30 , pp. 281-295
    • Santacana, N.1    Baeza, B.2    Corominas, J.3    De Paz, A.4    Marturia, J.5
  • 64
    • 4043137356 scopus 로고    scopus 로고
    • A tutorial on support vector regression
    • Smola A.J., Scholkopf B. A tutorial on support vector regression. Stat. Comput. 2004, 14:199-222.
    • (2004) Stat. Comput. , vol.14 , pp. 199-222
    • Smola, A.J.1    Scholkopf, B.2
  • 65
    • 84931291727 scopus 로고    scopus 로고
    • Many regression algorithms, one unified model: a review
    • Stulp F., Sigaud O. Many regression algorithms, one unified model: a review. Neural Netw. 2015, 69:60-79.
    • (2015) Neural Netw. , vol.69 , pp. 60-79
    • Stulp, F.1    Sigaud, O.2
  • 66
    • 0942302183 scopus 로고    scopus 로고
    • Data driven bivariate landslide susceptibility assessment using geographical information systems: a method and application to Asarsuyu catchment
    • Suzen M.L., Doyuran V. Data driven bivariate landslide susceptibility assessment using geographical information systems: a method and application to Asarsuyu catchment. Turk. Eng. Geol. 2004, 71:303-321.
    • (2004) Turk. Eng. Geol. , vol.71 , pp. 303-321
    • Suzen, M.L.1    Doyuran, V.2
  • 67
    • 84942156686 scopus 로고    scopus 로고
    • Comparison of logistic regression and random forests techniques for shallow landslide susceptibility assessment in Giampilieri (NE Sicily, Italy)
    • Trigila A., Iadanza C., Esposito C., Scarascia-Mugnozza G. Comparison of logistic regression and random forests techniques for shallow landslide susceptibility assessment in Giampilieri (NE Sicily, Italy). Geomorphology 2015, 249:119-136.
    • (2015) Geomorphology , vol.249 , pp. 119-136
    • Trigila, A.1    Iadanza, C.2    Esposito, C.3    Scarascia-Mugnozza, G.4
  • 68
    • 0742322763 scopus 로고    scopus 로고
    • Use of geomorphological information in indirect landslide susceptibility assessment
    • Van Westen C.J., Rengers N., Soeters R. Use of geomorphological information in indirect landslide susceptibility assessment. Nat. Hazards 2003, 30:399-419.
    • (2003) Nat. Hazards , vol.30 , pp. 399-419
    • Van Westen, C.J.1    Rengers, N.2    Soeters, R.3
  • 71
    • 0003820980 scopus 로고
    • Slope movements: types and processes
    • Transportation Research Board Special Report 176, National Academy of Sciences, USA, Washington, R.L. Schuster, R.J. Krizek (Eds.)
    • Varnes D.J. Slope movements: types and processes. Landslide Analysis and Control 1978, Transportation Research Board Special Report 176, National Academy of Sciences, USA, Washington. R.L. Schuster, R.J. Krizek (Eds.).
    • (1978) Landslide Analysis and Control
    • Varnes, D.J.1
  • 72
    • 84921524606 scopus 로고    scopus 로고
    • A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape
    • Were K., Bui D.T., Dick O.B., Singh B.R. A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape. Ecol. Indic. 2015, 52:394-403.
    • (2015) Ecol. Indic. , vol.52 , pp. 394-403
    • Were, K.1    Bui, D.T.2    Dick, O.B.3    Singh, B.R.4
  • 74
    • 40749122206 scopus 로고    scopus 로고
    • Spacebased estimation of moisture transport in marine atmosphere using support vector regression
    • Xie X.S., Liu W.T., Tang B.Y. Spacebased estimation of moisture transport in marine atmosphere using support vector regression. Remote Sens. Environ. 2008, 112:1846-1855.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 1846-1855
    • Xie, X.S.1    Liu, W.T.2    Tang, B.Y.3
  • 76
    • 35348961950 scopus 로고    scopus 로고
    • GIS-based landslide susceptibility mapping using analytical hierarchy process and bivariate statistics in Ardesen (Turkey): comparisons of results and confirmations
    • Yalcin A. GIS-based landslide susceptibility mapping using analytical hierarchy process and bivariate statistics in Ardesen (Turkey): comparisons of results and confirmations. Catena 2008, 72:1-12.
    • (2008) Catena , vol.72 , pp. 1-12
    • Yalcin, A.1
  • 77
    • 79952246678 scopus 로고    scopus 로고
    • A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey
    • Yalcin A., Reis S., Aydinoglu A.C., Yomralioglu T. A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey. Catena 2011, 85:274-287.
    • (2011) Catena , vol.85 , pp. 274-287
    • Yalcin, A.1    Reis, S.2    Aydinoglu, A.C.3    Yomralioglu, T.4
  • 78
    • 77955087655 scopus 로고    scopus 로고
    • Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine
    • Yilmaz I. Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine. Environ. Earth Sci. 2010, 61:821-836.
    • (2010) Environ. Earth Sci. , vol.61 , pp. 821-836
    • Yilmaz, I.1
  • 79
    • 79957608914 scopus 로고    scopus 로고
    • Characterizing forest canopy structure with lidar composite metrics and machine learning
    • Zhao K.G., Popescu S., Meng X.L., Pang Y., Agca M. Characterizing forest canopy structure with lidar composite metrics and machine learning. Remote Sens. Environ. 2011, 115:1978-1996.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1978-1996
    • Zhao, K.G.1    Popescu, S.2    Meng, X.L.3    Pang, Y.4    Agca, M.5


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