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Testing Zero-Inflation in Binomial Regression Models with an Application to Electrocardiogram Monitoring on Atrial Fibrillation
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作者 QIAO Xinhui YE Peng +2 位作者 HE Hua FENG Han FANG Xiangzhong 《Journal of Systems Science & Complexity》 2026年第1期363-384,共22页
Smartphone-based electrocardiograms(ECGs)are increasingly utilized for monitoring atrial fibrillation(AF)recurrence after catheter ablation(CA),referred to as smartphone AF burden(SMURDEN).The SMURDEN data often exhib... Smartphone-based electrocardiograms(ECGs)are increasingly utilized for monitoring atrial fibrillation(AF)recurrence after catheter ablation(CA),referred to as smartphone AF burden(SMURDEN).The SMURDEN data often exhibit complex patterns of zero AF episodes,which may arise from either true AF-free status(structural zeros)or missed AF episodes due to intermittent monitoring(random zeros).Such a mixture of AF-free and at-risk patients can lead to zero-inflation in the data.The authors propose a novel zero-inflation test for binomial regression models to identify recurrence-free AF populations.Unlike traditional approaches requiring fully specified zero-inflated models,the proposed test utilizes a weighted average of the discrepancies between observed and expected zero proportions,with weights determined by binomial sizes.A closed-form test statistic is developed,and its asymptotic distribution is derived using estimating equations.Simulations demonstrate superior performance over existing methods,and real-world AF monitoring data validate the practical utility of our proposed test. 展开更多
关键词 Atrial fibrillation binomial model hypothesis test POWER type I error zero-inflation
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基于Deflation技术的预调制Restarted GMRES算法
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作者 陈锋 王化祥 《传感技术学报》 CAS CSCD 北大核心 2012年第6期778-781,共4页
电学层析成像的图像重建需要对逆问题进行求解,而求解过程中存在着非线性、欠定性以及病态性严重等难题,使得图像重建可能不收敛,或者致使收敛,但获得的图像分辨率较低。针对现有的一些图像重建算法,提出基于Deflation技术的预调制Resta... 电学层析成像的图像重建需要对逆问题进行求解,而求解过程中存在着非线性、欠定性以及病态性严重等难题,使得图像重建可能不收敛,或者致使收敛,但获得的图像分辨率较低。针对现有的一些图像重建算法,提出基于Deflation技术的预调制Restarted GMRES算法,在原有full GMRES算法基础上,提高了收敛速度以及图像成像分辨率,并通过仿真实验证明。 展开更多
关键词 RestartedGMRES算法 deflation技术 预调制 电学层析成像 图像重建
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Tracking multiple targets in MIMO radar via adaptive asymmetric joint diagonalization with deflation 被引量:3
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作者 ZHANG Zhengyan ZHANG Jianyun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第4期731-741,共11页
In view of the low performance of adaptive asymmetric joint diagonalization(AAJD), especially its failure in tracking high maneuvering targets, an adaptive asymmetric joint diagonalization with deflation(AAJDd) al... In view of the low performance of adaptive asymmetric joint diagonalization(AAJD), especially its failure in tracking high maneuvering targets, an adaptive asymmetric joint diagonalization with deflation(AAJDd) algorithm is proposed. The AAJDd algorithm improves performance by estimating the direction of departure(DOD) and direction of arrival(DOA) directly, avoiding the reuse of the previous moment information in the AAJD algorithm.On this basis, the idea of sequential estimation of the principal component is introduced to turn the matrix operation into a constant operation, reducing the amount of computation and speeding up the convergence. Meanwhile, the eigenvalue is obtained, which can be used to estimate the number of targets. Then, the estimation of signal parameters via rotational invariance technique(ESPRIT) algorithm is improved to realize the automatic matching and association of DOD and DOA. The simulation results show that the AAJDd algorithm has higher tracking performance than the AAJD algorithm, especially when the high maneuvering target is tracked. The efficiency of the proposed method is verified. 展开更多
关键词 MIMO radar low complexity angles tracking adaptiveasymmetric joint diagonalization with deflation (AAJDd) high ma-neuvering target
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Immediate balloon deflation method in endoscopic papillary large balloon dilation for extraction of difficult bile duct stones 被引量:1
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作者 Duk Joo Choi Yeon Suk Kim +3 位作者 Jung Ho Kim Yang Suh Ku Min Su Ha Ju Hyeon Kim 《Open Journal of Gastroenterology》 2013年第2期142-147,共6页
Background/Aims: Recently, endoscopic papillary large balloon dilation (EPLBD) using a large balloon (12 - 20 mm) for extraction of difficult common bile duct (CBD) stones has been widely accepted with favorable outco... Background/Aims: Recently, endoscopic papillary large balloon dilation (EPLBD) using a large balloon (12 - 20 mm) for extraction of difficult common bile duct (CBD) stones has been widely accepted with favorable outcomes. However, there is no consensus with regard to the ballooning time. The aim of our study was to evaluate the efficacy and safety of immediate balloon deflation in EPLBD for the treatment of difficult bile duct stone. Methods: This was a retrospective study of 80 consecutive patients with bile duct stones who were treated with an immediate balloon deflation method in EPLBD combined with endoscopic sphincterotomy (EST) between January 2010 and December 2012. Overall success rate, success rate at first ERCP, and the frequency of mechanical lithotripsy for complete stone removal were assessed for efficacy and safety was evaluated by assessing major complications. Results: Overall success rate for complete stone removal was high (78/80, 97.5%) and success rate for complete stone removal at first ERCP was 86.3% (69/80). The use of mechanical lithotripsy was 0% (0/80). The overall complication rate was favorable (5/80, 6.3%). PostERCP pancreatitis was observed in 3 patients (two: mild, one: moderate). In subgroup analysis, the presence of periampullary diverticulum was the only factor affecting the success rate at first ERCP. Conclusion: This study demonstrated the favorable outcome of immediate balloon deflation for treatment of difficult CBD stones and can be considered for clinical application. 展开更多
关键词 Endoscopic PAPILLARY Large BALLOON Dilation BALLOONING Time IMMEDIATE BALLOON deflation DIFFICULT Bile Duct Stone
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Deflation rates of different clastic sediments in the arid regions of China
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作者 SONG Yang LIU Lianyou +3 位作者 LI Xiaoyan WANG Jianhua TUO Wanquan LIU Yuzhang 《Journal of Geographical Sciences》 SCIE CSCD 2006年第4期495-501,共7页
By wind tunnel experiment, we studied the deflation rates of 8 different clastic sediments in the arid regions of China, discussed the sources of aeolian sand and their influence on the development of sand dunes and f... By wind tunnel experiment, we studied the deflation rates of 8 different clastic sediments in the arid regions of China, discussed the sources of aeolian sand and their influence on the development of sand dunes and formation of sand deserts from the view of dynamics of wind erosion. The average deflation rates of 8 typical clastic sediments in the arid regions of China can be arranged in the order of lacustrine sand 〉 alluvial sand 〉 weathered sandstone and shale 〉 pluvial sediments 〉 fluvioglacial sand 〉 weathered granite 〉 slope deposit 〉 glacial sediments. The deflation rates exhibited strong positive correlations with the erodible particle (0.063 2mm) content and sorting features. In contrast, the deflation rates had obvious negative correlations with the contents of silt clay (〈0.063 mm) and gravel (〉2 mm). According to the deflation rates, the 8 typical clastic sediments can be divided into four categories: (1) lacustrine and alluvial sand, which are readily prone to wind erosion, assumed to be the main source of aeolian sand; (2) weathered sandstone and shale, pluvial sediments and fluvioglacial sand with considerable deflation rates, might be the secondary source of aeolian sand; (3) weathered granite and slope deposit having the lower deflation rates, could supply a little aeolian sand; and (4) glacial sediments with a strong anti-erodibility, could hardly offer any aeolian sand. In addition to the strong wind conditions, the exposure of extensive lacustrine sand induced by the desiccation of inland lake basin, as well as the pre-sorting of clastic sediments by flowing water should be the key factors influencing the development of sand deserts in China. The possible reason the sand deserts in China being mostly distributed around the inland lake basins and along riverbanks could be better understood through sand source analysis. 展开更多
关键词 sand source sand deserts wind tunnel experiment deflation rate sorting features
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A simple analytical method for deflation prediction of inflatable structures
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作者 李庆松 卿强 龚景海 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第6期2277-2286,共10页
The static performance of inflatable structures has been well studied and the dynamic deployment simulation has received much attention. However, very few studies focus on its deflation behavior. Although there are se... The static performance of inflatable structures has been well studied and the dynamic deployment simulation has received much attention. However, very few studies focus on its deflation behavior. Although there are several dynamic finite element algorithms that can be applied to the deflation simulation, their computation costs are expensive, especially for large scale structures. In this work, a simple method based on classic thermodynamics and the analytical relationship between air and membrane was proposed to efficiently analyze the air state variables under the condition of ventilation. Combined with failure analysis of static bearing capacity, a fast incremental analytical method was presented to predict both elastic and post wrinkling deflation process of inflatable structures. Comparisons between simplified analysis, dynamic finite element simulation, and a full-scale experimental test are presented and the suitability of this simple method for solving the air state and predicting the deflation behavior of inflatable structures is proved. 展开更多
关键词 inflatable structure deflation WRINKLING SIMULATION control volume method
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Deflation and Stock Prices
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作者 Michael Clemens 《Management Studies》 2019年第2期113-129,共17页
While the literature on inflation and stock prices is plentiful,there is little literature on deflation and stock prices.This paper explores the empirical data and makes a theoretical analysis of the likely impact on ... While the literature on inflation and stock prices is plentiful,there is little literature on deflation and stock prices.This paper explores the empirical data and makes a theoretical analysis of the likely impact on stock prices when expectations change from inflation to deflation.Deflation has a bad name among some economists and most investors.However,from a stock market perspective,deflations’bad name may not be well-deserved.Several observations support this:1)The 1930s was a statistical outlier and not representative for a deflationary period and deflation does not seem to create recessions,causality goes the other way;2)real stock returns are positive and around average in the periods leading up to and following the onset of deflation;3)when moving from low inflation to mild deflation,P/E ratios are virtually unchanged;and 4)peak P/E ratios seem to be reached at inflation rates close to zero.The author proposes three possible explanations for the seemingly disconnect between the empirical data and the“default”ex ante belief of most economists and investors:availability heurist,deflation illusion,and tax related issues in connection with the tax hypothesis. 展开更多
关键词 deflation stock PRICES price-to-earnings ratio availability heuristic deflation ILLUSION TAX HYPOTHESIS
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China Fighting Against Deflation:1998-1999
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《China's Foreign Trade》 1999年第1期5-9,共5页
关键词 In China Fighting Against deflation
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Inflation, Deflation and Normal Price Adjustment
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作者 Yong Jiang 《Chinese Business Review》 2005年第7期68-70,共3页
This paper thinks that the price of a commodity depends on both the value of the commodity and that of the currency. The change in either value will cause the change of the price of the commodity. Only the price risin... This paper thinks that the price of a commodity depends on both the value of the commodity and that of the currency. The change in either value will cause the change of the price of the commodity. Only the price rising caused by the decreasing of the currency value can be called inflation, and the price rising led by the increasing of the value of the merchandise can not be called inflation. Therefore, it is not proper, as defined by the modem economics, to think that any price increasing should be in general called inflation. 展开更多
关键词 inflation deflation normal price adjustment wages productivity
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Deflate压缩算法研究
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作者 陈兰兰 戴浩 《安徽电子信息职业技术学院学报》 2025年第2期64-69,共6页
Deflate压缩算法融合了LZ77与Huffman编码的优势,因高效压缩性能在网络通信中广泛应用。文章深入剖析其基本原理,采用分阶段实例推演揭示LZ77滑动窗口匹配与动态Huffman编码的协同机制,并通过实验对比Deflate算法与其他常见压缩算法的... Deflate压缩算法融合了LZ77与Huffman编码的优势,因高效压缩性能在网络通信中广泛应用。文章深入剖析其基本原理,采用分阶段实例推演揭示LZ77滑动窗口匹配与动态Huffman编码的协同机制,并通过实验对比Deflate算法与其他常见压缩算法的压缩性能。结果显示,Deflate在压缩比和速度上取得良好平衡,优势显著,证实了Deflate压缩算法在数据压缩领域的重要地位,为相关应用提供参考。 展开更多
关键词 deflate算法 LZ77算法 HUFFMAN编码 压缩算法 性能对比
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U.S.,not China, is culprit of global deflation, inflation
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作者 杨子晖 《China Economist》 2010年第2期56-65,共10页
This paper is an outcome of comprehensive and systematic research on whether China exports deflation and inflation using the newly developed DAG technique. Our results indicate that in the international transmission o... This paper is an outcome of comprehensive and systematic research on whether China exports deflation and inflation using the newly developed DAG technique. Our results indicate that in the international transmission of inflation, the United States, as the world's largest economy, plays a dominant role. In contrast, during both deflation and inflation periods, China has a minimal impact on the price levels of major trading partners. Thus China is not to be blamed for global deflation or inflation. This research has made use of DAG and some other techniques to yield reliable and reasonable conclusions. 展开更多
关键词 EXPORT deflation EXPORT INFLATION Directed ACYCLIC Graphs (DAG) generalized FORECAST error variance decomposition
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改良膨胀萎陷法在胸腔镜肺段切除术中的应用效果
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作者 曹峰 栾加强 +1 位作者 蔡祖勋 钱如林 《河南医学研究》 2026年第1期69-72,共4页
目的观察改良膨胀萎陷法与膨胀萎陷法在胸腔镜肺段切除术中的应用效果。方法选取2024年4月至2025年4月在河南省胸科医院接受肺结节肺段切除手术的100例非小细胞肺癌(NSCLC)为试验对象,使用随机数字表法均分为两组,各50例。对照组接受膨... 目的观察改良膨胀萎陷法与膨胀萎陷法在胸腔镜肺段切除术中的应用效果。方法选取2024年4月至2025年4月在河南省胸科医院接受肺结节肺段切除手术的100例非小细胞肺癌(NSCLC)为试验对象,使用随机数字表法均分为两组,各50例。对照组接受膨胀萎陷法,研究组接受膨胀萎陷法的改良方法治疗。比较两组患者的手术情况、段间平面出现时间、术后肺功能以及并发症发生情况。结果与对照组相比,研究组手术和术后住院时间短(P<0.05);与对照组相比,研究组术中段间平面出现时间早,差异有统计学意义(P<0.05)。重复测量方差检验显示,用力肺活量占预计值的百分比(FVC%pred)、第1秒用力呼气容积占预计值的百分比(FEV_(1)%pred)组间与时间的交互效应有统计学意义(P<0.05)。两组患者FVC%pred、FEV_(1)%pred术后2周和术后1个月较术前下降,但术后1个月较术后2周升高,且研究组均高于对照组(P<0.05)。两组患者的并发症总发生率分别为8.00%(4/50)和4.00%(2/50),差异无统计学意义(P>0.05)。结论改良膨胀萎陷法能快速显示段间平面,且并发症少,能减轻对患者肺功能的影响,是治疗NSCLC患者的安全、有效术式。 展开更多
关键词 胸腔镜 肺段 切除 改良膨胀萎陷法
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基于阿伦尼乌斯公式的不同材料放气加速因子研究
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作者 宋仕涵 刘文豪 +1 位作者 周瑞安 王旭迪 《真空科学与技术学报》 北大核心 2026年第2期136-142,共7页
在材料放气的研究中,阿伦尼乌斯公式常用于加速寿命实验的加速因子计算,利用活化能定量表征其与温度之间的关系。然而,当前研究中往往忽略了放气率在实验过程中的变化,导致理论模型与实际结果存在偏差。文章以阿伦尼乌斯公式为基础,从... 在材料放气的研究中,阿伦尼乌斯公式常用于加速寿命实验的加速因子计算,利用活化能定量表征其与温度之间的关系。然而,当前研究中往往忽略了放气率在实验过程中的变化,导致理论模型与实际结果存在偏差。文章以阿伦尼乌斯公式为基础,从理论上分别探讨了其与金属材料(304不锈钢)和聚合物材料(聚酰亚胺)放气机理间的联系。结合材料放气的活化能与衰减因子,建立了统一的加速因子数学模型,并通过两种实验方法(流导法,升压法)进行验证。结果表明:由于放气机理不同,聚酰亚胺与不锈钢的衰减因子存在显著差异:聚酰亚胺的放气衰减现象明显,计算其加速因子时必须予以考虑。该研究为不同材料的加速寿命实验提供理论依据,并为后续多材料样品整体加速因子计算奠定了基础。 展开更多
关键词 阿伦尼乌斯公式 活化能 加速因子 放气衰减
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基于FPGA的Deflate算法核心模块设计 被引量:2
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作者 孙圣 《软件导刊》 2010年第5期63-64,共2页
基于嵌入式设备FPGA,对无损压缩算法Deflate算法进行加速。采用哈希表方法,把Deflate核心算法用在FPGA上,实现了软硬件协同设计。独创性地设计并实现了窗口大小为32K的Deflate算法。主要介绍该设计的哈希表模块部分。
关键词 嵌入式 FPGA 无损压缩 deflate 懒惰匹配 哈希表
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公理化真理论的合理性标准新探——兼与刘大为博士商榷
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作者 孙新会 董越 《湖南科技大学学报(社会科学版)》 北大核心 2026年第1期62-68,共7页
随着公理化真理论体系日臻完善,对真理论的研究也完成了从“定义本质”到“功能刻画”的转变。研究成果的不断积累,促使研究者进一步思考“什么才是一个好的公理化真理论”。在评价标准方面,以“后承视角”为核心的新思路强调形式推演... 随着公理化真理论体系日臻完善,对真理论的研究也完成了从“定义本质”到“功能刻画”的转变。研究成果的不断积累,促使研究者进一步思考“什么才是一个好的公理化真理论”。在评价标准方面,以“后承视角”为核心的新思路强调形式推演与哲学直观的契合,突出真原则的充分性与健全性。为克服这种新思路所呈现的缺陷并解决紧缩论中的保守性困境,可以通过“分层紧缩”实现不同层级间的相对保守性,从而保持系统一致性与语义合理性。如此便可以简洁性与适用性为导向,围绕形式可靠性、语言使用习惯兼容性、逻辑框架稳定性、哲学解释契合性四个维度,确立评判公理化真理论的合理性新标准。 展开更多
关键词 公理化真理论 后承视角 分层紧缩 合理性标准
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曲线钢箱梁桥施工抗倾覆稳定性分析
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作者 刘国伟 范涛 +2 位作者 康颖琦 杨明伟 李宇鹏 《建筑技术开发》 2026年第3期67-69,共3页
为解决曲线钢箱梁分块组装施工中的抗倾覆问题,以南宁北站匝道工程为例,建立有限元模型,使用抗倾覆稳定系数法对分块梁体进行施工阶段的抗倾覆稳定性验算,识别关键风险部位。结果表明,部分梁段因曲率半径小、跨径长导致抗倾覆系数低,存... 为解决曲线钢箱梁分块组装施工中的抗倾覆问题,以南宁北站匝道工程为例,建立有限元模型,使用抗倾覆稳定系数法对分块梁体进行施工阶段的抗倾覆稳定性验算,识别关键风险部位。结果表明,部分梁段因曲率半径小、跨径长导致抗倾覆系数低,存在倾覆风险。研究提出了在易倾覆梁段的跨中隔板与底板交接处增设临时支座的加固方案,验算结果证明该方案有效提高梁体的抗倾覆稳定性,并减少梁端支反力集中现象,保障施工安全。 展开更多
关键词 曲线钢箱梁 抗倾覆验算 支座脱空
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Structural Research on Embedment of a Bare Deflated Spiral Case 被引量:2
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作者 WU Hegao SHEN Yan JIANG Kuichao 《Wuhan University Journal of Natural Sciences》 CAS 2007年第2期311-316,共6页
Complete bearing spiral case has not been applied to large power stations in China so far. The proposal of applying complete bearing spiral case necessitates an analysis of the reliability of the spiral case structure... Complete bearing spiral case has not been applied to large power stations in China so far. The proposal of applying complete bearing spiral case necessitates an analysis of the reliability of the spiral case structure and the security of units under various working conditions. In combination with practice of a project, this paper presents a three-dimensional nonlinear finite element static analysis of the concrete using a concrete smeared crack model by means of the well-known finite element method (FEM) software ABAQUS. The stress distribution of the spiral case and reinforcing bars, the range of damages in surrounding concrete, and the displacement of structure are quantified. The computational results indicate that the embedment method ensures the structure's safety in strength. At the same time, the result shows that this embedment is a kind of preponderant method for embedment in aspects of economy and technique of construction, and the application of this embedment method to the hydropower station is feasible provided that some proper engineering measures are taken to constrain the width of the concrete in accord with the code's requirements. The paper proves the security and reliability of the structural design of spiral case in hydropower station accordingly. 展开更多
关键词 HYDRAULIC strength and deformation nonlinear FEM embedment of a bare deflated spiral cases ABAQUS
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Modelling tree mortality across diameter classes using mixedeffects zero-inflated models 被引量:4
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作者 Yang Li Xingang Kang +1 位作者 Qing Zhang Weiwei Guo 《Journal of Forestry Research》 SCIE CAS CSCD 2020年第1期131-140,共10页
The mortality of trees across diameter class model is a useful tool for predicting changes in stand structure.Mortality data commonly contain a large fraction of zeros and general discrete models thus show more errors... The mortality of trees across diameter class model is a useful tool for predicting changes in stand structure.Mortality data commonly contain a large fraction of zeros and general discrete models thus show more errors.Based on the traditional Poisson model and the negative binomial model,different forms of zero-inflated and hurdle models were applied to spruce-fir mixed forests data to simulate the number of dead trees.By comparing the residuals and Vuong test statistics,the zero-inflated negative binomial model performed best.A random effect was added to improve the model accuracy;however,the mixed-effects zero-inflated model did not show increased advantages.According to the model principle,the zeroinflated negative binomial model was the most suitable,indicating that the"0"events in this study,mainly from the sample"0",i.e.,the zero mortality data,are largely due to the limitations of the experimental design and sample selection.These results also show that the number of dead trees in the diameter class is positively correlated with the number of trees in that class and the mean stand diameter,and inversely related to class size,and slope and aspect of the site. 展开更多
关键词 Tree mortality Mixed forest zero-inflated model Hurdle model Mixed-effects
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Study of Zero-Inflated Regression Models in a Large-Scale Population Survey of Sub-Health Status and Its Influencing Factors 被引量:1
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作者 Tao Xu Guangjin Zhu Shaomei Han 《Chinese Medical Sciences Journal》 CAS CSCD 2017年第4期218-225,共8页
Objective Sub-health status has progressively gained more attention from both medical professionals and the publics. Treating the number of sub-health symptoms as count data rather than dichotomous data helps to compl... Objective Sub-health status has progressively gained more attention from both medical professionals and the publics. Treating the number of sub-health symptoms as count data rather than dichotomous data helps to completely and accurately analyze findings in sub-healthy population. This study aims to compare the goodness of fit for count outcome models to identify the optimum model for sub-health study.Methods The sample of the study derived from a large-scale population survey on physiological and psychological constants from 2007 to 2011 in 4 provinces and 2 autonomous regions in China. We constructed four count outcome models using SAS: Poisson model, negative binomial (NB) model, zero-inflated Poisson (ZIP) model and zero-inflated negative binomial (ZINB) model. The number of sub-health symptoms was used as the main outcome measure. The alpha dispersion parameter and O test were used to identify over-dispersed data, and Vuong test was used to evaluate the excessive zero count. The goodness of fit of regression models were determined by predictive probability curves and statistics of likelihood ratio test.Results Of all 78 307 respondents, 38.53% reported no sub-health symptoms. The mean number of sub-health symptoms was 2.98, and the standard deviation was 3.72. The statistic O in over-dispersion test was 720.995 (P<0.001); the estimated alpha was 0.618 (95% CI: 0.600-0.636) comparing ZINB model and ZIP model; Vuong test statistic Z was 45.487. These results indicated over-dispersion of the data and excessive zero counts in this sub-health study. ZINB model had the largest log likelihood (-167 519), the smallest Akaike’s Information Criterion coefficient (335 112) and the smallest Bayesian information criterion coefficient (335455),indicating its best goodness of fit. The predictive probabilities for most counts in ZINB model fitted the observed counts best. The logit section of ZINB model analysis showed that age, sex, occupation, smoking, alcohol drinking, ethnicity and obesity were determinants for presence of sub-health symptoms; the binomial negative section of ZINB model analysis showed that sex, occupation, smoking, alcohol drinking, ethnicity, marital status and obesity had significant effect on the severity of sub-health.Conclusions All tests for goodness of fit and the predictive probability curve produced the same finding that ZINB model was the optimum model for exploring the influencing factors of sub-health symptoms. 展开更多
关键词 zero-inflATED NEGATIVE BINOMIAL regression SUB-HEALTH POPULATION survey
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