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基于不确定抽样的半监督城市土地功能分类方法 被引量:1
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作者 蔡柳 恵飞 +2 位作者 叶敏 康科 赵祥模 《吉林大学学报(信息科学版)》 CAS 2016年第4期550-555,共6页
为提高分类准确率,解决城市区域社会功能标签分类难的问题,提出了一种基于不确定抽样选择策略的半监督城市土地功能分类方法。该算法从轨迹数据中提取城市区域的特征向量,只需对少量区域进行标签,根据不确定抽样的主动学习选择策略,从... 为提高分类准确率,解决城市区域社会功能标签分类难的问题,提出了一种基于不确定抽样选择策略的半监督城市土地功能分类方法。该算法从轨迹数据中提取城市区域的特征向量,只需对少量区域进行标签,根据不确定抽样的主动学习选择策略,从未标注训练样本中选取具有较多信息的数据,利用半监督学习算法进行标注,得到新的标注训练样本添加到训练集,反复迭代后得到分类结果。实验结果表明,该方法对不同社会功能的城市区域分类准确率可达90.2%,与传统方法相比分类准确率高,减少了大量标注工作,在少数标签数据上仍有较好的分类效果。 展开更多
关键词 轨迹数据挖掘 半监督学习 不确定抽样 土地功能分类
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Determination and stability analysis of ultimate open-pit slope under geomechanical uncertainty 被引量:10
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作者 Ali Moradi Afrapoli Morteza Osanloo 《International Journal of Mining Science and Technology》 SCIE EI 2014年第1期105-110,共6页
In open-pit mines,pit slope as one of the important parameters affects the mine economy and total minable reserve,and it is also affected by different uncertainties which arising from many sources.One of the most crit... In open-pit mines,pit slope as one of the important parameters affects the mine economy and total minable reserve,and it is also affected by different uncertainties which arising from many sources.One of the most critical sources of uncertainty effects on the pit slope design is rock mass geomechanical properties.By comparing the probability of failure resulted from deterministic procedure and probabilistic one,this paper investigated the effects of aforesaid uncertainties on open-pit slope stability in metal mines.In this way,to reduce the effect of variance,it implemented Latin Hypercube Sampling(LHS)technique.Furthermore,a hypothesis test was exerted to compare the effects on two cases in Middle East.Subsequently,the investigation approved high influence of geomechanical uncertainties on overall pit steepness and stability in both iron and copper mines,though on the first case the effects were just over. 展开更多
关键词 Safety factor Probability of failure Geomechanical property uncertainty Overall pit slope Stability analysis
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