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| 1 | Using Statistical Learning Algorithms in Regional Landslide Susceptibility Zonation with Limited Landslide Field Data显示文摘Regional Landslide Susceptibility Zonation(LSZ) is always challenged by the available amount of field data, especially in southwestern China where large mountainous areas and limited field information coincide. Statistical learning algorithms are believed to be superior to traditional statistical algorithms for their data adaptability. The aim of the paper is to evaluate how statistical learning algorithms perform on regional LSZ with limited field data. The focus is on three statistical learning algorithms, Logistic Regression(LR), Artificial Neural Networks(ANN) and Support Vector Machine(SVM). Hanzhong city, a landslide prone area in southwestern China is taken as a study case. Nine environmental factors are selected as inputs. The accuracies of the resulting LSZ maps are evaluated through landslide density analysis(LDA), receiver operating characteristic(ROC) curves and Kappa index statistics. The dependence of the algorithm on the size of field samples is examined by varying the sizes of the training set. The SVM has proven to be the most accurate and the most stable algorithm at small training set sizes and on all known landslide sizes. The accuracy of SVM shows a steadilyincreasing trend and reaches a high level at a small size of the training set, while accuracies of LR and ANN algorithms show distinct fluctuations. The geomorphological interpretations confirm the strength of SVM on all landslide sizes. Our results show that the strengths of SVM in generalization capability and model robustness make it an appropriate and efficient tool for regional LSZ with limited landslide field samples. | WANG Yi-ting SEIJMONSBERGEN Arie Christoffel BOUTEN Willem CHEN Qing-tao | 2015 | Journal of Mountain Science2015，12，2： | 2 |
| 2 | A triaxial ac- celerometer and portable data processing unit for the as- sessment of daily physical activity 显示文摘 | Bouten CV Koekkoek KT Verduin M | 1997 | IEEE Trans Biomed Eng1997，44，3： | 1 |
| 3 | Soil water content measurements at different scales: accuracy of time domain reflectometry and ground-penetrating radar 显示文摘 | Huisman J A Sperl C Bouten W | 2001 | Journal of Hydrology2001，245，： | 1 |
| 4 | A computer - controlled 36 -channel time domain reflectometry for monitoring soft water contents 显示文摘 | Heimovaara T J Bouten W | 1990 | Water Resources Research1990，26，10： | 1 |
| 5 | Gross rainfall and its partitioning into throughfall,stemflow and evaporation of intercepted water in four forest ecosystems in western Amazonia显示文摘 | Matin C T Bouten W Sevink J | 2000 | Journal of Hydrology2000，237，： | 1 |
| 6 | Simulation of carbon and water budgets of a Douglas-fir forest 显示文摘 | Van Wijk M T Dekker S C Bouten W | 2001 | Forest Ecology and Management2001，145，： | 1 |
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| 8 | Gross rainfall and its partitioning into throughfa11, stem flow and evapo- ration of interceptedwater in four forest ecosystems in western Amazonia显示文摘 | Marin C T Bouten W Sevink J | 2000 | Journal of Hydrology2000，237，： | 1 |
| 9 | Design of scaffolds for blood vessel tissue engineering using a multi-layering eleetrospin- ning technique 显示文摘 | Vaz C M Van Tuijl S Bouten C V C | 2005 | Aeta Biomater2005，1，5： | 1 |
| 10 | 显示文摘 | Bouten P C D Miedema A R | 1980 | J Less- Common Metal1980，71，： | 1 |
| 11 | Ero- sion and damage by sharp particles 显示文摘 | Slikkerveer P J Bouten P C P Scholten H | 1998 | Wear1998，217，2： | 1 |
| 12 | Gross rainfall and its partitioning into throughfall, stemflow and evaporation of intercepted water in four forest ecosystems in western Amazonia显示文摘 | MARIN C T BOUTEN W SEVINK J | 2000 | Journal of Hydrology2000，237，： | 1 |
| 13 | Gross rainfall and its partitioning into throughfall, stemflow and evaporation of inter- cepted water in four forest ecosystems in western Amazonia 显示文摘 | MARIN C T BOUTEN W SEVINK J | 1965 | Meditsinskaia Promyshlennost Sssr1965，14，1： | 1 |
| 14 | Forest floor water content dynamics in a Douglas fir stand 显示文摘 | Schaap M G Bouten W Verstraten J M | 1997 | Journal of Hydrology1997，201，： | 1 |
| 15 | Gross rainfall and its partitioning into throughfall,stemflow and evaporation of intercepted water in four forest ecosystems in western Amazonia显示文摘 | Marin C T Bouten W Sevink J | 2000 | Journal of Hydrology2000，237，： | 1 |
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| 17 | Quantification and loealisation of damage in rat muscles after controlled loading: A new approach to study the aetiology of pressure sores显示文摘 | Bosboom EM Bouten CV Oomens CW | 2001 | Med Eng Phys2001，23，3： | 1 |
| 18 | Gross rainfall and its partitioning into throughfail, stemflow and evaporation of intercepted water in four forest ecosystems in western Amazonia显示文摘 | Tobon Marin C Bouten W Sevink J | 2000 | J Hydrol2000，237，： | 1 |
| 19 | Forest floor water dynamics and root water uptake in four forest ecosystems in northwest Amazonia显示文摘 | Marin C T Bouten I W Dekker S | 2000 | Journal of Hydrology2000，237，： | 1 |
| 20 | The etiology of pressure ulcers: skin deep or muscle bound 显示文摘 | BOUTEN C V Omens C W BAAUENS F P | 2003 | Archives of Physical Medicine and Rehabilitation2003，84，4： | 1 |
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