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多元线性回归分析中慎用偏最小二乘法 被引量:1
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作者 徐伟 刘广应 《统计与决策》 CSSCI 北大核心 2014年第24期90-92,共3页
文章剖析了"偏最小二乘回归模型"的原理,指出了它的局限性以及使用的必要条件。并通过"成分数据线性回归建模"的应用实例说明有时利用偏最小二乘法建模效果并不好。
关键词 偏最小二乘法 综合线性回归 成分数据 拟合误差
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偏最小二乘法应用于回归的局限性
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作者 徐芬 张国强 张明峰 《安徽工业大学学报(自然科学版)》 CAS 2013年第1期93-97,共5页
通过剖析"偏最小二乘回归模型"的原理,指出其局限性以及使用的必要条件。通过反例证明用"偏最小二乘法"建立回归方程出现不合理结果的可能性。最后通过一个成分数据的实例,验证了"偏最小二乘回归模型"在... 通过剖析"偏最小二乘回归模型"的原理,指出其局限性以及使用的必要条件。通过反例证明用"偏最小二乘法"建立回归方程出现不合理结果的可能性。最后通过一个成分数据的实例,验证了"偏最小二乘回归模型"在该类问题中的不适宜性。 展开更多
关键词 偏最小二乘法 综合线性回归 回归效果 成分数据
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Comprehensive evaluation of water-inrush risk from coal floors 被引量:9
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作者 WEI Jiuchuan LI Zhongjian +2 位作者 SHI Longqing GUAN Yuanzhang YIN Huiyong 《Mining Science and Technology》 EI CAS 2010年第1期121-125,共5页
Lower groups of coal seams are presently being mined from water-inrush from coal floors in order to have safe production in the Yanzhou coal mining area. We need to evaluate the risk in the lower groups of coal seams ... Lower groups of coal seams are presently being mined from water-inrush from coal floors in order to have safe production in the Yanzhou coal mining area. We need to evaluate the risk in the lower groups of coal seams in mines. Based on a systematic collection of hydrogeological data and some data from mined working faces in these lower groups, we evaluated the factors affecting water-inrush from coal floors of the area by a method of dimensionless analysis. We obtained the order of the factors affecting water-inrush from coal floors and recalculated data on depths of destroyed floors by multiple linear regression analysis and obtained new empirical formulas. We also analyzed the water-inrush coefficient of mined working faces of the lower groups of coal seams and improved the evaluation standard of the water-inrush coefficient method. Finally, we made a comprehensive evaluation of water-inrush risks from coal floors by using the water-inrush coefficient method and a fuzzy clustering method. The evaluation results provide a solid foundation for preventing and controlling the damage caused by water of an Ordovician limestone aquifer in the lower group of coal seams in the mines of Yanzhou. It provides also important guidelines for lower groups of coal seams in other coal mines. 展开更多
关键词 water-inrush from floors fuzzy clustering factors affecting water-inrush from coal floors lower groups of coal seams dimensionless analysis
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