基于C4.5决策树算法的土质边坡稳定性评价研究

  本文关键词：决策树学习及其剪枝算法研究，，由笔耕文化传播整理发布。

[1] 冯夏庭.智能岩石力学导论[M].北京:科学出版社,2000.(FENG Xia-ting.Introduction to Intelligent Rock Mechanics[M].Beijing:Science Press,2000.(in Chinese))

[2] 陈乐求,彭振斌,陈 伟,等.基于模糊控制的人工神经网络模拟在土质边坡安全预测中的应用[J].中南大学学报(自然科学版),2009,40(5):1381-1387.(CHEN Le-qiu,PENG Zhen-bin,CHEN Wei,et al.Artificial Neural Network Simulation on Prediction of Clay Slope Stability Based on Fuzzy Controller[J].Journal of Central South University (Science and Technology),2009,40(5):1381-1387.(in Chinese))

[3] 姜德义,李光扬,谢世平,等.基于神经网络法预测重庆高速公路边坡稳定性[J].地下空间与工程学报,2008,4(1):152-156.(JIANG De-yi,LI Guang-yang,XIE Shi-ping,et al.Forecast of Expressway Slope Stability in Chongqing Area Based on the Neural Network[J].Chinese Journal of Underground Space and Engineering,2008,4(1):152-156.(in Chinese))

[4] 胡 军,钟 龙,杨昕光.基于水平条分任意滑动面的边坡稳定性分析上限法[J].土木工程学报,2013,46(6):117-121.(HU Jun,ZHONG Long,YANG Xin-guang.Upper Bound Approach for Slope Stability Analysis Based on Arbitrary Sliding Surface and Horizontal Slices[J].China Civil Engineering Journal,2013,46(6):117-121.(in Chinese))

[5] 王根龙,伍法权,张军慧.非均质土坡稳定性分析评价的刚体单元上限法[J].岩石力学与工程学报,2008,27(增2):3425-3430.(WANG Gen-long,WU Fa-quan,ZHANG Jun-hui.Upper Bound Approach of Rigid Elements for Inhomogeneous Soil Slope Stability Analysis[J].Chinese Journal of Rock Mechanics and Engineering,2008,27(Sup.2):3425-3430.(in Chinese))

[6] 刘海波,刘玉丽,林大超,等.基于Bishop法基础上的土质边坡有限元强度折减法的适用性探讨[J].公路,2010,(3):15-18.(LIU Hai-bo,LIU Yu-li,LIN Da-chao,et al.Discussion About Applicability of Strength Reduction FEM Method of Soil Slope Based on Bishop Method[J].Highway,2010,(3):15-18.(in Chinese))

[7] BRUNER J R,GOODNOW J J,AUSTIN G A.A Study of Thinking[M].New York:John Wiley & Sons,1957:98-120.

[8] 何 诚,董志海,张思玉,等.基于决策树系统的遥感植被分类技术[J].测绘科学,2014,39(1):83-86.(HE Cheng,DONG Zhi-hai,ZHANG Si-yu,et al.Vegetation Classification Technology of Hyperspectral Remote Sensing Based on Decision Tree Tool[J].Science of Surveying and Mapping,2014,39(1):83-86.(in Chinese))

[9] 崔珂瑾,程昌秀,李晓岚.基于决策树的耕地转建设用地分析与预测——以北京房山区为例[J].地理与地理信息科学,2014,30(1):60-64.(CUI Ke-jin,CHENG Chang-xiu,LI Xiao-lan.Analysis and Forecast of Land Change from Cultivated Land to Construction Land Based on Decision Trees:A Case Study of Fangshan District,Beijing[J].Geography and Geo-Information Science,2014,30(1):60-64.(in Chinese))

[10] 李 楠,段隆振,陈 萌.决策树C4.5算法在数据挖掘中的分析及其应用[J].计算机与现代化,2008,(12):160-163.(LI Nan,DUAN Long-zhen,CHEN Meng.Research and Application of Data Mining Algorithm Based on Decision Tree[J].Computer and Modernization,2008,(12):160-163.(in Chinese))

[11] 陈辉林,夏道勋.基于CART决策树数据挖掘算法的应用研究[J].煤炭技术,2011,30(10):164-166.(CHEN Hui-lin,XIA Dao-xun.Applied Research on Data Mining Based on CART Decision Tree Algorithm[J].Coal Technology,2011,30(10):164-166.(in Chinese))

[12] 王黎明.决策树学习及其剪枝算法研究[D].武汉:武汉理工大学,2007.(WANG Li-ming.Research on Learning and Pruning Algorithm of Decision Tree[D].Wuhan:Wuhan University of Technology,2007.(in Chinese))

[13] TAN Pang-ning,Michael Steinbach,Vipin Kumar.数据挖掘导论[M].范 明,范宏建,译.北京:人民邮电出版社,2009.(TAN Pang-ning,STEINBACH M,KUMAR V.Introduction to Data Mining[M].Translated by FAN Ming,FAN Hong-jian.Beijing:Posts & Telecom Press,2009.(in Chinese))

[14] 肖桃李,李新平,米 健.土质边坡稳定性影响因素的研究[J].地质灾害与环境保护,2007,18(2):89-93.(XIAO Tao-li,LI Xin-ping,MI Jian.A Study of the Effect Factor on Slope Stability[J].Journal of Geological Hazards and Environment Preservation, 2007,18(2):89-93.(in Chinese))

[15] 李 靖,周欣华,党进谦.黄土边坡稳定性图解法[J].岩土工程学报,1998,20(4):40-43.(LI Jing,ZHOU Xin-hua,DANG Jin-qian.Graphic Method for the Stability of Loess Slopes[J].Chinese Journal of Geotechnical Engineering,1998,20(4):40-43.(in Chinese))

[16] 高建勇,邢义川,陈艳霞.黄土高边坡稳定性预测模型研究[J].岩土工程学报,2011,33(增1):163-169.(GAO Jian-yong,XING Yi-chuan,CHEN Yan-xia.Prediction Model for Stability of High Loess Slopes[J].Chinese Journal of Geotechnical Engineering,2011,33(Sup.1):163-169.(in Chinese))

[17] 郭杜峰,毛彦龙,高德彬,等.基于人工神经网络的公路黄土高边坡稳定性预测研究[J].公路交通科技,2005,22(9):59-62.(GUO Du-feng,MAO Yan-long,GAO De-bin,et al.Study on Artificial Neural Network Method for Stability Prediction in Loess High Slope and Stability of the Highway[J].Journal of Highway and Transportation Research and Development,2005,22(9):59-62.(in Chinese))

[18] 于 旭.模式分类中训练样本集的构造方法研究[D].哈尔滨:哈尔滨工程大学,2012.(YU Xu.Research on Construction Method of Training Set in Pattern Classification[D].Harbin:Harbin Engineering University,2012.(in Chinese))

  本文关键词：决策树学习及其剪枝算法研究，由笔耕文化传播整理发布。