메뉴 건너뛰기




Volumn 51, Issue , 2013, Pages 350-365

A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS

Author keywords

Adaptive neuro fuzzy inference system (ANFIS); Decision tree (DT); GIS; Landslides; Malaysia; Remote sensing; Support vector machine (SVM)

Indexed keywords

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; AERIAL PHOTOGRAPHS; AREA UNDER THE ROC CURVE; COMPARATIVE STUDIES; DATA SETS; FIELD SURVEYS; GRID CELLS; INPUT PARAMETER; LANDSLIDE SUSCEPTIBILITY; LANDSLIDE SUSCEPTIBILITY MAPPING; MALAYSIA; NEURO-FUZZY MODEL; PREDICTION PERFORMANCE; PREDICTION RATE; PREDICTIVE ABILITIES; PROCESSED IMAGES; RECEIVER OPERATING CHARACTERISTICS; STUDY AREAS; THREE MODELS; TRAINING PHASE; VALIDATION RESULTS;

EID: 84870298875     PISSN: 00983004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cageo.2012.08.023     Document Type: Article
Times cited : (1057)

References (84)
  • 2
    • 77953651150 scopus 로고    scopus 로고
    • Characterization and geotechnical properties of Penang residual soils with emphasis on landslides
    • Ahmad F., Yahaya A.S., Farooqi M.A. Characterization and geotechnical properties of Penang residual soils with emphasis on landslides. American Journal of Environmental Science 2006, 2(4):121-128.
    • (2006) American Journal of Environmental Science , vol.2 , Issue.4 , pp. 121-128
    • Ahmad, F.1    Yahaya, A.S.2    Farooqi, M.A.3
  • 3
    • 84865324961 scopus 로고    scopus 로고
    • Application of remote sensing data and GIS for landslide risk assessment as an environmental threat to Izmir city (west Turkey)
    • Akgun A., Kincal C., Pradhan B. Application of remote sensing data and GIS for landslide risk assessment as an environmental threat to Izmir city (west Turkey). Environmental Monitoring and Assessment 2011, 184(9):5453-5470. 10.1007/s10661-011-2352-8.
    • (2011) Environmental Monitoring and Assessment , vol.184 , Issue.9 , pp. 5453-5470
    • Akgun, A.1    Kincal, C.2    Pradhan, B.3
  • 4
    • 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. Computers & Geosciences 2012, 38(1):23-34. 10.1016/j.cageo.2011.04.012.
    • (2012) Computers & Geosciences , vol.38 , Issue.1 , pp. 23-34
    • Akgun, A.1    Sezer, E.A.2    Nefeslioglu, H.A.3    Gokceoglu, C.4    Pradhan, B.5
  • 5
    • 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. Environmental Earth Sciences 2010, 61(3):595-611.
    • (2010) Environmental Earth Sciences , vol.61 , Issue.3 , pp. 595-611
    • Akgun, A.1    Turk, N.2
  • 6
    • 84861414303 scopus 로고    scopus 로고
    • Application of an evidential belief function model in landslide susceptibility mapping
    • Althuwaynee O.F., Pradhan B., Lee S. Application of an evidential belief function model in landslide susceptibility mapping. Computers & Geosciences 2012, 44:120-135. 10.1016/j.cageo.2012.3.
    • (2012) Computers & Geosciences , vol.44 , pp. 120-135
    • Althuwaynee, O.F.1    Pradhan, B.2    Lee, S.3
  • 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
  • 10
    • 71049182623 scopus 로고    scopus 로고
    • Validation of Logistic Regression Models for Landslide Susceptibility Maps. CSIE, 2, WRI World Congress on Computer Science and Information Engineering, 2009
    • Bai, S.B., Wang, J., Pozdnoukhov, A., Kanevski, M.F., 2009. Validation of Logistic Regression Models for Landslide Susceptibility Maps. CSIE, 2, 355-358. WRI World Congress on Computer Science and Information Engineering, 2009.
    • (2009) , pp. 355-358
    • Bai, S.B.1    Wang, J.2    Pozdnoukhov, A.3    Kanevski, M.F.4
  • 12
    • 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. Natural Hazards & Earth System Science 2005, 5(6):853-862.
    • (2005) Natural Hazards & Earth System Science , vol.5 , Issue.6 , pp. 853-862
    • Brenning, A.1
  • 13
    • 84863487918 scopus 로고    scopus 로고
    • Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro fuzzy inference system and GIS
    • Bui D.T., Pradhan B., Lofman O., Revhaug I., Dick O.B. Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro fuzzy inference system and GIS. Computers & Geosciences 2012, 45:199-211. 10.1016/j.cageo.2011.10.031.
    • (2012) Computers & Geosciences , vol.45 , pp. 199-211
    • Bui, D.T.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4    Dick, O.B.5
  • 14
    • 84864953124 scopus 로고    scopus 로고
    • Landslide susceptibility assessment in Vietnam using Support vector machines, Decision tree and Naïve Bayes models
    • Tien Bui, D., Pradhan, B., Lofman, O., Revhaug, I., 2012b. Landslide susceptibility assessment in Vietnam using Support vector machines, Decision tree and Naïve Bayes models. Mathematical Problems in Engineering. 2012. http://dx.doi.org/10.1155/2012/974638.
    • (2012) Mathematical Problems in Engineering , pp. 2012
    • Tien Bui, D.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4
  • 15
    • 84865535244 scopus 로고    scopus 로고
    • Landslide susceptibility assessment in the Hoa Binh province of Vietnam: a comparison of the Levenberg-Marquardt and Bayesian regularized neural networks
    • Bui D.T, Pradhan B., Lofman O., Revhaug I., Dick O.B. Landslide susceptibility assessment in the Hoa Binh province of Vietnam: a comparison of the Levenberg-Marquardt and Bayesian regularized neural networks. Geomorphology 2012, 171-172:12-29.
    • (2012) Geomorphology , pp. 12-29
    • Bui, D.T.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4    Dick, O.B.5
  • 16
    • 84860323200 scopus 로고    scopus 로고
    • Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): a comparative assessment of the efficacy of evidential belief functions and fuzzy logic models
    • Bui D.T., Pradhan B., Lofman O., Revhaug I., Dick O.B. Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): a comparative assessment of the efficacy of evidential belief functions and fuzzy logic models. Catena 2012, 96:28-40.
    • (2012) Catena , vol.96 , pp. 28-40
    • Bui, D.T.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4    Dick, O.B.5
  • 17
    • 34548482506 scopus 로고    scopus 로고
    • A novel approach for ANFIS modelling based on full factorial design
    • Buragohain M., Mahanta C. A novel approach for ANFIS modelling based on full factorial design. Applied Soft Computing 2008, 8(1):609-625.
    • (2008) Applied Soft Computing , vol.8 , Issue.1 , pp. 609-625
    • Buragohain, M.1    Mahanta, C.2
  • 18
    • 81155152273 scopus 로고    scopus 로고
    • Decision tree approach for classification and dimensionality reduction of electronic nose data
    • Cho J.H., Kurup P.U. Decision tree approach for classification and dimensionality reduction of electronic nose data. Sensors and Actuators B: Chemical 2011, 160(1):542-548.
    • (2011) Sensors and Actuators B: Chemical , vol.160 , Issue.1 , pp. 542-548
    • Cho, J.H.1    Kurup, P.U.2
  • 19
    • 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. Natural Hazards 2003, 30:451-472.
    • (2003) Natural Hazards , vol.30 , pp. 451-472
    • Chung, C.J.F.1    Fabbri, A.G.2
  • 20
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C., Vapnik V. Support-vector networks. Machine Learning 1995, 20(3):273-297.
    • (1995) Machine Learning , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 21
    • 0036747901 scopus 로고    scopus 로고
    • Support vector machines and kernel methods-the new generation of learning machines
    • Cristianini N., Scholkopf B. Support vector machines and kernel methods-the new generation of learning machines. Artificial Magazine 2002, 23:31-41.
    • (2002) Artificial Magazine , vol.23 , pp. 31-41
    • Cristianini, N.1    Scholkopf, B.2
  • 23
    • 75749156538 scopus 로고    scopus 로고
    • Structural analysis of regulatory DNA sequences using grammar inference and support vector machine
    • Damasevicius R. Structural analysis of regulatory DNA sequences using grammar inference and support vector machine. Neurocomputing 2010, 73(4-6):633-638.
    • (2010) Neurocomputing , vol.73 , Issue.4-6 , pp. 633-638
    • Damasevicius, R.1
  • 25
    • 11344253904 scopus 로고    scopus 로고
    • Use of fuzzy relations to produce landslide susceptibility map of a landslide prone area (West Black Sea Region, Turkey)
    • Ercanoglu M., Gokceoglu C. Use of fuzzy relations to produce landslide susceptibility map of a landslide prone area (West Black Sea Region, Turkey). Engineering Geology 2004, 75(3-4):229-250.
    • (2004) Engineering Geology , vol.75 , Issue.3-4 , pp. 229-250
    • Ercanoglu, M.1    Gokceoglu, C.2
  • 26
    • 0343069785 scopus 로고    scopus 로고
    • Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy
    • Guzzetti F., Carrarra A., Cardinali M., Reichenbach P. Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy. Geomorphology 1999, 31:181-216.
    • (1999) Geomorphology , vol.31 , pp. 181-216
    • Guzzetti, F.1    Carrarra, A.2    Cardinali, M.3    Reichenbach, P.4
  • 28
    • 79955933382 scopus 로고    scopus 로고
    • Machine Learning Algorithms for Geospatial data
    • Theory, Applications and Software. PPUR EPFL-Press 2009
    • Kanevski, M., Pozdnoukhov, A., Timonin, V., 2009. Machine Learning Algorithms for Geospatial data. Theory, Applications and Software. PPUR EPFL-Press 2009.
    • (2009)
    • Kanevski, M.1    Pozdnoukhov, A.2    Timonin, V.3
  • 29
    • 33744829751 scopus 로고    scopus 로고
    • A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas
    • Kanungo D.P., Arora M.K., Sarkar S., Gupta R.P. A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas. Engineering Geology 2006, 85:347-366.
    • (2006) Engineering Geology , vol.85 , pp. 347-366
    • Kanungo, D.P.1    Arora, M.K.2    Sarkar, S.3    Gupta, R.P.4
  • 30
    • 0025404409 scopus 로고
    • Fuzzy logic in control systems: Fuzzy logic controller-Part I
    • Lee C.C. Fuzzy logic in control systems: Fuzzy logic controller-Part I. IEEE Transactions on Systems, Man, and Cybernetics 1990, 20:404-418.
    • (1990) IEEE Transactions on Systems, Man, and Cybernetics , vol.20 , pp. 404-418
    • Lee, C.C.1
  • 31
    • 36849094385 scopus 로고    scopus 로고
    • Probabilistic landslide susceptibility mapping on the Lai Chau province of Vietnam: focus on the relationship between tectonic fractures and landslides
    • Lee S., Dan N.T. Probabilistic landslide susceptibility mapping on the Lai Chau province of Vietnam: focus on the relationship between tectonic fractures and landslides. Environmental Geology 2005, 48:778-787.
    • (2005) Environmental Geology , vol.48 , pp. 778-787
    • Lee, S.1    Dan, N.T.2
  • 32
    • 1642505737 scopus 로고    scopus 로고
    • Determination and application of the weights for landslide susceptibility mapping using an artificial neural network
    • Lee S., Ryu J.H., Won J.S., Park H.J. Determination and application of the weights for landslide susceptibility mapping using an artificial neural network. Engineering Geology 2004, 71:289-302.
    • (2004) Engineering Geology , vol.71 , pp. 289-302
    • Lee, S.1    Ryu, J.H.2    Won, J.S.3    Park, H.J.4
  • 33
    • 33845678462 scopus 로고    scopus 로고
    • Probabilistic landslide risk mapping at Penang Island, Malaysia
    • Lee S., Pradhan B. Probabilistic landslide risk mapping at Penang Island, Malaysia. Journal of Earth System Science 2006, 115(6):661-672.
    • (2006) Journal of Earth System Science , vol.115 , Issue.6 , pp. 661-672
    • Lee, S.1    Pradhan, B.2
  • 34
    • 33847014755 scopus 로고    scopus 로고
    • Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models
    • Lee S., Pradhan B. Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models. Landslides 2007, 4:33-41.
    • (2007) Landslides , vol.4 , pp. 33-41
    • Lee, S.1    Pradhan, B.2
  • 37
    • 0002431740 scopus 로고    scopus 로고
    • Automatic construction of decision trees from data: a multi-disciplinary survey
    • Murthy S.K. Automatic construction of decision trees from data: a multi-disciplinary survey. Data Mining and Knowledge Discovery 1998, 2(4):345-389.
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.4 , pp. 345-389
    • Murthy, S.K.1
  • 39
    • 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., Gokceoglu C. Landslide susceptibility mapping for a part of tectonic Kelkit Valley (Eastern Black Sea region of Turkey). Geomorphology 2008, 94(3-4):401-418.
    • (2008) Geomorphology , vol.94 , Issue.3-4 , pp. 401-418
    • Nefeslioglu, H.A.1    Duman, T.Y.2    Gokceoglu, C.3
  • 40
    • 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
    • 171-171
    • 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. Engineering Geology 2008, 97. 171-171.
    • (2008) Engineering Geology , vol.97
    • Nefeslioglu, H.A.1    Gokceoglu, C.2    Sonmez, H.3
  • 43
    • 80051570616 scopus 로고    scopus 로고
    • Application of a neuro-fuzzy model to landslide susceptibility mapping for shallow landslides in a tropical hilly area
    • Oh H.J., Pradhan B. Application of a neuro-fuzzy model to landslide susceptibility mapping for shallow landslides in a tropical hilly area. Computers & Geosciences 2011, 37(9):1264-1276. 10.1016/j.cageo.2010.10.012.
    • (2011) Computers & Geosciences , vol.37 , Issue.9 , pp. 1264-1276
    • Oh, H.J.1    Pradhan, B.2
  • 44
    • 77954087468 scopus 로고
    • The geology and engineering geology of Penang Island
    • Geological Survey of Malaysia
    • Ong, W.S., 1993. The geology and engineering geology of Penang Island. Geological Survey of Malaysia, Malaysia.
    • (1993)
    • Ong, W.S.1
  • 45
    • 80051846342 scopus 로고    scopus 로고
    • Manifestation of an advanced fuzzy logic model coupled with geoinformation techniques for landslide susceptibility analysis
    • Pradhan B. Manifestation of an advanced fuzzy logic model coupled with geoinformation techniques for landslide susceptibility analysis. Environmental and Ecological Statistics 2011, 18(3):471-493. 10.1007/s10651-010-0147-7.
    • (2011) Environmental and Ecological Statistics , vol.18 , Issue.3 , pp. 471-493
    • Pradhan, B.1
  • 46
    • 79955068561 scopus 로고    scopus 로고
    • Use of GIS-based fuzzy logic relations and its cross application to produce landslide susceptibility maps in three test areas in Malaysia
    • Pradhan B. Use of GIS-based fuzzy logic relations and its cross application to produce landslide susceptibility maps in three test areas in Malaysia. Environmental Earth Sciences 2011, 63(2):329-349.
    • (2011) Environmental Earth Sciences , vol.63 , Issue.2 , pp. 329-349
    • Pradhan, B.1
  • 47
    • 78650712774 scopus 로고    scopus 로고
    • Application of an advanced fuzzy logic model for landslide susceptibility analysis
    • Pradhan B. Application of an advanced fuzzy logic model for landslide susceptibility analysis. International Journal of Computational Intelligence Systems 2010, 3(3):370-381.
    • (2010) International Journal of Computational Intelligence Systems , vol.3 , Issue.3 , pp. 370-381
    • Pradhan, B.1
  • 48
    • 78650613649 scopus 로고    scopus 로고
    • Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches
    • Pradhan B. Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches. Journal of the Indian Society of Remote Sensing 2010, 38(2):301-320. 10.1007/s12524-010-0020-z.
    • (2010) Journal of the Indian Society of Remote Sensing , vol.38 , Issue.2 , pp. 301-320
    • Pradhan, B.1
  • 49
    • 77950518811 scopus 로고    scopus 로고
    • Remote sensing and GIS-based landslide hazard analysis and cross-validation using multivariate logistic regression model on three test areas in Malaysia
    • Pradhan B. Remote sensing and GIS-based landslide hazard analysis and cross-validation using multivariate logistic regression model on three test areas in Malaysia. Advances in Space Research 2010, 45(10):1244-1256. 10.1016/j.asr.2010.01.006.
    • (2010) Advances in Space Research , vol.45 , Issue.10 , pp. 1244-1256
    • Pradhan, B.1
  • 50
    • 79955066106 scopus 로고    scopus 로고
    • Comparison and validation of landslide susceptibility maps using an artificial neural network model for three test areas in Malaysia
    • Pradhan B., Buchroithner M.F. Comparison and validation of landslide susceptibility maps using an artificial neural network model for three test areas in Malaysia. Environmental & Engineering Geoscience 2010, 16(2):107-126. 10.2113/gseegeosci.16.2.107.
    • (2010) Environmental & Engineering Geoscience , vol.16 , Issue.2 , pp. 107-126
    • Pradhan, B.1    Buchroithner, M.F.2
  • 51
    • 70350074037 scopus 로고    scopus 로고
    • Landslide risk analysis using artificial neural network model focusing on different training sites
    • Pradhan B., Lee S. Landslide risk analysis using artificial neural network model focusing on different training sites. International Journal of Physical Sciences 2009, 3(11):1-9.
    • (2009) International Journal of Physical Sciences , vol.3 , Issue.11 , pp. 1-9
    • Pradhan, B.1    Lee, S.2
  • 52
    • 76749088419 scopus 로고    scopus 로고
    • Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modeling
    • Pradhan B., Lee S. Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modeling. Environmental Modelling & Software 2010, 25(6):747-759.
    • (2010) Environmental Modelling & Software , vol.25 , Issue.6 , pp. 747-759
    • Pradhan, B.1    Lee, S.2
  • 53
    • 77954084069 scopus 로고    scopus 로고
    • Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models
    • Pradhan B., Lee S. Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models. Environmental Earth Sciences 2010, 60:1037-1054.
    • (2010) Environmental Earth Sciences , vol.60 , pp. 1037-1054
    • Pradhan, B.1    Lee, S.2
  • 54
    • 77149157821 scopus 로고    scopus 로고
    • Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia
    • Pradhan B., Lee S. Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia. Landslides 2010, 7(1):13-30.
    • (2010) Landslides , vol.7 , Issue.1 , pp. 13-30
    • Pradhan, B.1    Lee, S.2
  • 55
    • 71549172663 scopus 로고    scopus 로고
    • Use of geospatial data for the development of fuzzy algebraic operators to landslide hazard mapping: a case study in Malaysia
    • Pradhan B., Lee S., Buchroithner M.F. Use of geospatial data for the development of fuzzy algebraic operators to landslide hazard mapping: a case study in Malaysia. Applied Geomatics 2009, 1:3-15.
    • (2009) Applied Geomatics , vol.1 , pp. 3-15
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 56
    • 77952010906 scopus 로고    scopus 로고
    • A GIS-based back-propagation neural network model and its cross-application and validation for landslide susceptibility analyses
    • Pradhan B., Lee S., Buchroithner M.F. A GIS-based back-propagation neural network model and its cross-application and validation for landslide susceptibility analyses. Computers, Environment and Urban Systems 2010, 34(3):216-235.
    • (2010) Computers, Environment and Urban Systems , vol.34 , Issue.3 , pp. 216-235
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 57
    • 77955354845 scopus 로고    scopus 로고
    • Remote sensing and GIS-based landslide susceptibility analysis and its cross-validation in three test areas using a frequency ratio model
    • Pradhan B., Lee S., Buchroithner M.F. Remote sensing and GIS-based landslide susceptibility analysis and its cross-validation in three test areas using a frequency ratio model. Photogrammetrie, Fernerkundung, Geoinformation 2010, 1:17-32. 10.1127/14328364/2010/0037.
    • (2010) Photogrammetrie, Fernerkundung, Geoinformation , vol.1 , pp. 17-32
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 58
    • 79958714460 scopus 로고    scopus 로고
    • Weights-of-evidence model applied to landslide susceptibility mapping in a tropical hilly area
    • Pradhan B., Oh H.J., Buchroithner M. Weights-of-evidence model applied to landslide susceptibility mapping in a tropical hilly area. Geomatics Natutal Hazards & Risk 2010, 1(3):199-223. 10.1080/19475705.2010.498151.
    • (2010) Geomatics Natutal Hazards & Risk , vol.1 , Issue.3 , pp. 199-223
    • Pradhan, B.1    Oh, H.J.2    Buchroithner, M.3
  • 59
    • 78649318558 scopus 로고    scopus 로고
    • Landslide susceptibility mapping by neuro-fuzzy approach in a landslide prone area (Cameron Highland, Malaysia)
    • Pradhan B., Sezer E.A., Gokceoglu C., Buchroithner M.F. Landslide susceptibility mapping by neuro-fuzzy approach in a landslide prone area (Cameron Highland, Malaysia). IEEE Transactions on Geoscience and Remote Sensing 2010, 48(12):4164-4177.
    • (2010) IEEE Transactions on Geoscience and Remote Sensing , vol.48 , Issue.12 , pp. 4164-4177
    • Pradhan, B.1    Sezer, E.A.2    Gokceoglu, C.3    Buchroithner, M.F.4
  • 60
    • 77952410512 scopus 로고    scopus 로고
    • Approaches for delineating landslide hazard areas using different training sites in an advanced artificial neural network model
    • Pradhan B., Youssef A.M., Varathrajoo R. Approaches for delineating landslide hazard areas using different training sites in an advanced artificial neural network model. Geo-Spatial Information Science 2010, 13(2):93-102.
    • (2010) Geo-Spatial Information Science , vol.13 , Issue.2 , pp. 93-102
    • Pradhan, B.1    Youssef, A.M.2    Varathrajoo, R.3
  • 61
    • 79960057783 scopus 로고    scopus 로고
    • Landslide hazard and risk analyses at a landslide prone catchment area using statistical based geospatial model
    • Pradhan B., Mansor S., Pirasteh S., Buchroithner M. Landslide hazard and risk analyses at a landslide prone catchment area using statistical based geospatial model. International Journal of Remote Sensing 2011, 14:4075-4087.
    • (2011) International Journal of Remote Sensing , vol.14 , pp. 4075-4087
    • Pradhan, B.1    Mansor, S.2    Pirasteh, S.3    Buchroithner, M.4
  • 62
    • 85027941774 scopus 로고    scopus 로고
    • Soil erosion assessment and its correlation with landslide events using remote sensing data and GIS: a case study at Penang Island, Malaysia
    • Pradhan B., Chaudhari A., Adinarayana J., Buchroithner M.F. Soil erosion assessment and its correlation with landslide events using remote sensing data and GIS: a case study at Penang Island, Malaysia. Environmental Monitoring & Assessment 2012, 184(2):715-727. 10.1007/s10661-011-1996-8.
    • (2012) Environmental Monitoring & Assessment , vol.184 , Issue.2 , pp. 715-727
    • Pradhan, B.1    Chaudhari, A.2    Adinarayana, J.3    Buchroithner, M.F.4
  • 63
    • 84879580121 scopus 로고    scopus 로고
    • Application of weights-of evidence and certainty factor models and their comparison in landslide susceptibility mapping at Haraz watershed, Iran
    • Pourghasemi, H.R., Pradhan, B., Gokceoglu, C., Mohammadi, M., Moradi, H.R., 2012a. Application of weights-of evidence and certainty factor models and their comparison in landslide susceptibility mapping at Haraz watershed, Iran. Arabian Journal of Geosciences. http://dx.doi.org/10.1007/s12517-012-0532-7.
    • (2012) Arabian Journal of Geosciences
    • Pourghasemi, H.R.1    Pradhan, B.2    Gokceoglu, C.3    Mohammadi, M.4    Moradi, H.R.5
  • 64
    • 84870850608 scopus 로고    scopus 로고
    • A comparative assessment of prediction capabilities of Dempster-Shafer and Weights-of-evidence models in landslide susceptibility mapping using GIS
    • Natural Hazards & Risk
    • Pourghasemi, H.R., Pradhan, B., Gokceoglu, C., Deylami Moezzi, K., 2012b. A comparative assessment of prediction capabilities of Dempster-Shafer and Weights-of-evidence models in landslide susceptibility mapping using GIS. Geomatics, Natural Hazards & Risk. http://dx.doi.org/10.1080/19475705.2012.662915.
    • (2012) Geomatics
    • Pourghasemi, H.R.1    Pradhan, B.2    Gokceoglu, C.3    Deylami Moezzi, K.4
  • 65
    • 84864397243 scopus 로고    scopus 로고
    • Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran
    • Pourghasemi, H.R., Pradhan, B., Gokceoglu, C., 2012c. Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran. Natural Hazards. http://dx.doi.org/10.1007/s11069-012-0217-2.
    • (2012) Natural Hazards
    • Pourghasemi, H.R.1    Pradhan, B.2    Gokceoglu, C.3
  • 66
    • 84862318369 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using index of entropy and conditional probability models in GIS: Safarood Basin, Iran
    • Pourghasemi H.R., Mohammady M., Pradhan B. Landslide susceptibility mapping using index of entropy and conditional probability models in GIS: Safarood Basin, Iran. Catena 2012, 97:71-84. 10.1016/j.catena.2012.05.005.
    • (2012) Catena , vol.97 , pp. 71-84
    • Pourghasemi, H.R.1    Mohammady, M.2    Pradhan, B.3
  • 67
    • 33744584654 scopus 로고
    • Induction of decision trees
    • Quinlan J.R. Induction of decision trees. Machine Learning 1986, 1:81-106.
    • (1986) Machine Learning , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 68
    • 84871961549 scopus 로고
    • C4.5: Programs for Machine Learning Morgan Kaufmann San Mateo, CA, USA 1993
    • Quinlan, J.R., 1993. C4.5: Programs for Machine Learning Morgan Kaufmann San Mateo, CA, USA 1993.
    • (1993)
    • Quinlan, J.R.1
  • 69
    • 67349208776 scopus 로고    scopus 로고
    • Comparison of landslide susceptibility based on a decision-tree model and actual landslide occurrence: The Akaishi Mountains, Japan
    • Saito H., Nakayama D., Matsuyama H. Comparison of landslide susceptibility based on a decision-tree model and actual landslide occurrence: The Akaishi Mountains, Japan. Geomorphology 2009, 109(3-4):108-121.
    • (2009) Geomorphology , vol.109 , Issue.3-4 , pp. 108-121
    • Saito, H.1    Nakayama, D.2    Matsuyama, H.3
  • 70
    • 54949157726 scopus 로고    scopus 로고
    • Slope stability analysis: a support vector machine approach
    • Samui P. Slope stability analysis: a support vector machine approach. Environmental Geology 2008, 56(2):255-267.
    • (2008) Environmental Geology , vol.56 , Issue.2 , pp. 255-267
    • Samui, P.1
  • 72
    • 79952454832 scopus 로고    scopus 로고
    • Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia
    • Sezer E.A., Pradhan B., Gokceoglu C. Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia. Expert Systems with Applications 2011, 38(7):8208-8219.
    • (2011) Expert Systems with Applications , vol.38 , Issue.7 , pp. 8208-8219
    • Sezer, E.A.1    Pradhan, B.2    Gokceoglu, C.3
  • 73
    • 84871983652 scopus 로고
    • Classification and Nomenclature of Igneous Rocks. N Jahrbuch für Mineralogie Abhandlungen, 107, no. 2 and 3, Schweizerbart'sche Verlagsbuchhandlung, Stuttgart
    • Streckeisen, A.L., 1967. Classification and Nomenclature of Igneous Rocks. N Jahrbuch für Mineralogie Abhandlungen, 107, no. 2 and 3, Schweizerbart'sche Verlagsbuchhandlung, Stuttgart, 144-240.
    • (1967) , pp. 144-240
    • Streckeisen, A.L.1
  • 74
    • 0023890867 scopus 로고
    • Measuring the accuracy of diagnostic systems
    • Swets J.A. Measuring the accuracy of diagnostic systems. Science 1988, 240:1285-1293.
    • (1988) Science , vol.240 , pp. 1285-1293
    • Swets, J.A.1
  • 75
    • 0021314119 scopus 로고
    • Derivation of fuzzy control rules from human operator's control actions
    • Knowledge Representation and Decision Analysis
    • Takagi, T., Sugeno, M., 1983. Derivation of fuzzy control rules from human operator's control actions. Proceedings of the IFACSymp. on Fuzzy Information, Knowledge Representation and Decision Analysis, 55-60.
    • (1983) Proceedings of the IFACSymp. on Fuzzy Information , pp. 55-60
    • Takagi, T.1    Sugeno, M.2
  • 77
    • 56349112446 scopus 로고    scopus 로고
    • Using Kaplan-Meier analysis together with decision tree methods (C&RT, CHAID, QUEST, C4.5 and ID3) in determining recurrence-free survival of breast cancer patients
    • Ture M., Tokatli F., Kurt I. Using Kaplan-Meier analysis together with decision tree methods (C&RT, CHAID, QUEST, C4.5 and ID3) in determining recurrence-free survival of breast cancer patients. Expert Systems with Applications 2009, 36:2017-2026.
    • (2009) Expert Systems with Applications , vol.36 , pp. 2017-2026
    • Ture, M.1    Tokatli, F.2    Kurt, I.3
  • 78
    • 77955925179 scopus 로고    scopus 로고
    • A GIS based neuro-fuzzy procedure for integrating knowledge and data in landslide susceptibility mapping
    • Vahidnia M.H., Alesheikh A.A., Alimohammadi A., Hosseinali F. A GIS based neuro-fuzzy procedure for integrating knowledge and data in landslide susceptibility mapping. Computers & Geosciences 2010, 36(9):1101-1114.
    • (2010) Computers & Geosciences , vol.36 , Issue.9 , pp. 1101-1114
    • Vahidnia, M.H.1    Alesheikh, A.A.2    Alimohammadi, A.3    Hosseinali, F.4
  • 81
    • 52949147068 scopus 로고    scopus 로고
    • Landslide susceptibility mapping based on Support Vector Machine: a case study on natural slopes of Hong Kong, China
    • Yao X., Tham L.G., Dai F.C. Landslide susceptibility mapping based on Support Vector Machine: a case study on natural slopes of Hong Kong, China. Geomorphology 2008, 101(4):572-582.
    • (2008) Geomorphology , vol.101 , Issue.4 , pp. 572-582
    • Yao, X.1    Tham, L.G.2    Dai, F.C.3
  • 82
    • 64949164773 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Kat landslides (Tokat-Turkey)
    • Yilmaz I. Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Kat landslides (Tokat-Turkey). Computers & Geosciences 2009, 35(6):1125-1138.
    • (2009) Computers & Geosciences , vol.35 , Issue.6 , pp. 1125-1138
    • Yilmaz, I.1
  • 83
    • 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. Environmental Earth Sciences 2010, 61(4):821-836.
    • (2010) Environmental Earth Sciences , vol.61 , Issue.4 , pp. 821-836
    • Yilmaz, I.1
  • 84
    • 70249089287 scopus 로고    scopus 로고
    • A spatial decision support system for extracting the core factors and thresholds for landslide susceptibility map
    • Wan S. A spatial decision support system for extracting the core factors and thresholds for landslide susceptibility map. Engineering Geology 2009, 108(3-4):237-251.
    • (2009) Engineering Geology , vol.108 , Issue.3-4 , pp. 237-251
    • Wan, S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.