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Role of livelihood resilience in improving sustainable household well-being for disaster resettlement in Ankang Prefecture,Shaanxi Province,China
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作者 LIU Wei DOU Bei +1 位作者 QIAN Long ZHAO Xu 《Journal of Mountain Science》 2025年第11期4190-4205,共16页
To mitigate ecological degradation and improve human well-being,the Chinese Government has implemented the largest disaster resettlement program from 2011 to 2020.Ankang Prefecture,as one of the key regions in Shaanxi... To mitigate ecological degradation and improve human well-being,the Chinese Government has implemented the largest disaster resettlement program from 2011 to 2020.Ankang Prefecture,as one of the key regions in Shaanxi Province where this largescale resettlement program was performed,has provided a model for observing and evaluating the impact of the resettlement project,both within Shaanxi Province and across other regions of China.As a place where a number of protection and development policies converge,the economic and social development of Ankang is confronted with multiple constraints.Measuring livelihood resilience and further evaluating its impact in this region is key to the delivery and output of disaster resettlement programs to improve human well-being.We attempted to empirically examine the significance and impact of livelihood resilience in the context of disaster resettlement.This study expanded the social–ecological system resilience theory to examine rural household livelihood systems.We used the spatial vector method and 657 field research data collected in July 2021 from Ankang Prefecture to measure the livelihood resilience of rural households and elucidate both general and specific aspects.The sustainable household well-being(SHWB)of rural households was measured in five dimensions concerning the Millennium Ecosystem Assessment(MA)report.In econometrics,we used coarsened exact matching(CEM)to stratify the sample and reduce the computational bias.We then applied group regression to test the effect of livelihood resilience on SHWB empirically.The findings indicate that:(1)livelihood resilience is significantly and positively related to SHWB,and it is conducive to the level of well-being;(2)disaster resettlement has a negative effect on SHWB;(3)energy and medical facilities in resettlement infrastructure and services play active roles in SHWB.These results have policy implications for strengthening livelihood resilience and improving human well-being and important implications for livelihood development in rural areas across China and other developing nations. 展开更多
关键词 Livelihood resilience Sustainable household well-being household Disaster resettlement
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The Effect of Income on Household Time Allocation Among Chinese Couples
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作者 Junchi Ma 《Proceedings of Business and Economic Studies》 2025年第6期7-11,共5页
Gender equalization has progressed considerably in all areas but has prolonged domestic work.Previous research suggests that income is essential in the distribution of time spent on housework between couples.However,t... Gender equalization has progressed considerably in all areas but has prolonged domestic work.Previous research suggests that income is essential in the distribution of time spent on housework between couples.However,there is still debate about how income works within Chinese households.Therefore,it is necessary to study how income influences the time spent on housework by Chinese couples.This paper uses data from The China Family Panel Studies(CFPS)in 2022 and selected married two-income households aged 18-65 as our study population.Based on the results of the study and the Nash cooperative game‘divorce-threat’model,the hypotheses were then regressed using the Tobit model.Robustness tests were then conducted using the OLS regression model and the replacement variables method.Finally,the impact of income on the distribution of household work time of Chinese couples was analyzed,followed by conclusions.Firstly,the allocation of housework time during working days is influenced by income factors,while the distribution of housework time on rest days is not influenced by income.Secondly,individual income is negatively related to own time spent on housework,while the spouse’s income is positively associated with wife/husband time.Thirdly,the wife’s relative income is“U”shaped,and the relative gain of the husband is“inverted U”shaped. 展开更多
关键词 household income household time Tobit model
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Evolution of Macrofauna Structure during the Composting Process of Household Waste
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作者 Mrabet Loubna Abdechahid Loukili +4 位作者 Bahouar El Houssaine Bouasria Hicham Youssef S’hih Abba El Hassam Belghyti Driss 《Journal of Environmental & Earth Sciences》 2025年第1期632-640,共9页
The fact that Morocco is an agricultural country and the large volume of biodegradable waste produced by the population make composting so important.The degradation of organic matter is facilitated by faunal and flora... The fact that Morocco is an agricultural country and the large volume of biodegradable waste produced by the population make composting so important.The degradation of organic matter is facilitated by faunal and floral macro and micro-organisms that act in different stages of maturation;studies on this fauna are quite rare both nationally and internationally.On a sample of two tons of household waste,we documented invertebrates that colonized compost heaps and then assessed the changes in the structure of the invertebrate population during the different phases.Our study revealed the presence of several zoological groups colonizing the compost heaps during the different composting phases;we noted the presence of:(1)Macroscopic invertebrates,in order of number of individuals:insect larvae,ants,earthworms,sowbugs,spiders,springtails,and millipedes,and(2)Microscopic invertebrates,the most abundant in terms of individuals:mites and nematodes.As for the order of appearance,we observed that insect larvae were the first to colonize the compost heap from the very first days of installation,followed by woodlice observed during the thermophilic phase and disappearing towards the end of the process.Earthworms were observed during the end of the thermophilic phase,while springtails were observed more during the cooling and maturation phases.Our study revealed the presence of a good quality of fauna during the composting process,which are indicators of good compost quality and play a major role in the circulation of nutrients,thus ensuring the provision of essential elements for plant nutrition. 展开更多
关键词 household Waste FAUNA EVOLUTION COMPOSTING Quality of Compost Morocco
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Disparate perceived resilience of rural households at different altitude belts: An empirical study from the Wenchuan earthquake-stricken area, China
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作者 TIAN Congshan GUO Baoyue +7 位作者 LI Ming YAO Yuqi GHIMIRE Shravan Kumar ZHANG Lili ZHANG Chengyan WEI Li JIANG Yiqin LI Xingwei 《Journal of Mountain Science》 2025年第4期1151-1168,共18页
The perceived resilience of rural households has attracted considerable attention among both practitioners and researchers.However,a research gap still exists regarding its quantitative evaluation,place-based characte... The perceived resilience of rural households has attracted considerable attention among both practitioners and researchers.However,a research gap still exists regarding its quantitative evaluation,place-based characteristics,and impact mechanisms in areas threatened by multiple hazards.Based on data from 399 household questionnaire in typical villages of Wenchuan County,the epicenter of the Wenchuan earthquake on May 12,2008,a conceptual indicator framework of perceived resilience was established.Factor analysis was used to quantitatively evaluate the perceived resilience of rural households at different altitude gradient areas.A multiple linear regression model was used to describe the determinants of perceived resilience among different groups of households with disparate disaster experiences.The results show that:(1)A four-dimensional framework encompassing pre-disaster preventive capability,disaster coping capacity,post-disaster adaptive capacity,and learning and transition capability was identified by factor analysis for the quantitative measurement of the perceived resilience of rural households.(2)Their perceived resilience decreases with increasing altitude;the average perceived resilience score of households in the valley area is 1.5 times higher than that in the high mountains area.(3)Rural households with more experience of natural disasters exhibited higher levels of perceived resilience;however,this trend was reversed in the high mountains area.(4)The perceived resilience of households was significantly affected by most of the examined disaster preparedness indicators and a few of the examined personal characteristics indicators.For improving perceived resilience of rural households living in the study area,it is recommended to establish psychological crisis intervention networks in the valley area,promote more diversified livelihood strategies in the mid-mountains area,and mitigate the impacts of meteorological disasters in the high mountains area,respectively. 展开更多
关键词 Livelihood resilience Multiple hazards Disaster preparedness Disaster experience Rural households Wenchuan earthquake
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Factors Affecting CO_(2)Emissions from Direct Energy Household Consumption in Vietnam
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作者 Huu Nguyen Xuan Nguyen Valeriy Mikhailovich Koshelev 《Journal of Environmental & Earth Sciences》 2025年第3期178-194,共17页
The energy sector is pivotal in Vietnam’s commitment to achieving net-zero emissions by 2050.This study employs a combination of Structural Decomposition Analysis(SDA)and decoupling approaches based on data from Viet... The energy sector is pivotal in Vietnam’s commitment to achieving net-zero emissions by 2050.This study employs a combination of Structural Decomposition Analysis(SDA)and decoupling approaches based on data from Vietnam’s energy statistics and the Vietnam Living Standards Survey(VHLSS)for 2016,2018,and 2020.The primary aim is to elucidate the effects of direct energy consumption by household groups on CO_(2)emissions,examine factors affecting emissions,and clarify the relationship between CO_(2)emissions from household energy consumption and economic growth in Vietnam.Research results underscore that household groups make considerable use of electricity and Liquefied Petroleum Gas(LPG),simultaneously reducing the proportion of firewood,rice husk,sawdust,agricultural by-products and other fuels.The decrease in energy intensity emerges as the primary factor in lowering household emissions,while population growth and economic efficiency exert the opposite effect.Additionally,the research reveals disparities in emissions between urban and rural areas,similarly among household groups within the given location.Despite maintaining a robust decoupling status between emissions from household consumption and economic growth,unsustainable risks persist,particularly with the increase in electricity demand.The study also highlights the uneven impact of the COVID-19 epidemic on CO_(2)emissions across household groups.Drawing upon these findings,several recommendations are proposed to control CO_(2)emissions from direct energy household consumption to facilitate the most effective household decarbonisation process while ensuring sustainable economic growth in Vietnam. 展开更多
关键词 CO_(2)Emissions ENERGY household Consumption SDA Decoupling Analysis COVID Epidemic Economic Growth VIETNAM
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Modeling household car ownership using ordered logistic regression model 被引量:3
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作者 邓一凌 过秀成 《Journal of Southeast University(English Edition)》 EI CAS 2014年第4期500-505,共6页
Considering both the discrete and ordered nature of the household car ownership an ordered logistic regression model to predict household car ownership is established by using the data of Nanjing Household Travel Surv... Considering both the discrete and ordered nature of the household car ownership an ordered logistic regression model to predict household car ownership is established by using the data of Nanjing Household Travel Survey in the year 2012. The model results show that some household characteristics such as the number of driver licenses household income and home location are significant.Yet the intersection density indicating the street patterns of home location and the dummy near the subway and the bus stop density indicating the transit accessibility of home location are insignificant.The model estimation obtains a good γ2 the goodness of fit of the model and the model validation also shows a good performance in prediction.The marginal effects of all the significant explanatory variables are calculated to quantify the odds change in the household car ownership following a one-unit change in the explanatory variables. 展开更多
关键词 household car ownership ordered logisticregression model marginal effect household characteristics neighborhood characteristics
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Household farms facing barriers in indigenous knowledge-based adaptation to extreme climatic events-Evidence from the Huangshui Basin
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作者 Hailin Zhang Jinyan Zhan +5 位作者 Zheng Yang Huihui Wang Naikang Xu Chunyue Bai Yufei He Yuhan Cao 《Geography and Sustainability》 2025年第1期118-129,共12页
Global warming has led to the frequent occurrence of extreme climatic events(ECEs)in the ecologically frag ile Qinghai-Xizang Plateau.Rural households face strong barriers in adaption,and food production is seriously ... Global warming has led to the frequent occurrence of extreme climatic events(ECEs)in the ecologically frag ile Qinghai-Xizang Plateau.Rural households face strong barriers in adaption,and food production is seriously threatened.Current methods for increasing household adaptability take a holistic point of view,but do not ac curately identify groups experiencing different adaptive barriers.To better identify different barriers,this paper examines natural,economic,cognitive,and technical barriers.A total of 17 indicators were selected to com prehensively evaluate the degree of barriers to crops adaptation in response to ECEs.Key factors were further analyzed to identify paths to break down the barriers.The results showed the following.(1)Natural barriers were present at the highest degree,economic barriers appear to be smallest,and the overall barriers were bi ased towards the lower quartile.10.82%of the households with the highest barriers.(2)67.38%of households report taking adaptive measures in crops production.The increase of the barriers leads to an increase and then a decrease in the possibility of adaptive behavior.(3)Addressing technical barriers is key to rapidly increasing household adaptive behavior in response to ECEs.The study provides recommendations for local governments to improve household adaptation behavior from two perspectives:short-term and long-term optimization path ways.This study can help governments quickly locate households with different classes of barriers,and propose more targeted adaptation policies.The ultimate goal is to ensure the sustainability of crops production and the well-being of households in northeastern part of the Qinghai-Xizang Plateau. 展开更多
关键词 Barrier degree evaluation Extreme climatic events Indigenous knowledge household adaptive behavior Qinghai-xizang plateau Huangshui basin
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The Rural Households in the Process of Rapid Urbanization:Unwilling to Move,Floating and Migratory
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作者 FENG Chun-mei 《Asian Agricultural Research》 2012年第6期57-62,共6页
I divide the rural households into three types:the rural households unwilling to move;the floating rural households;the migratory rural households.Through questionnaire survey of the married housewives in Anhui Provin... I divide the rural households into three types:the rural households unwilling to move;the floating rural households;the migratory rural households.Through questionnaire survey of the married housewives in Anhui Province and Zhejiang Province,I conduct comparative analysis of income and expenditure,change in the status of family members,the couple's housework time,the wives' will to settle in the city and attitude towards life,related to these three types of rural households.Results show that promoting wives' educational level and monthly family income will significantly make the wives in households unwilling to move,have stronger desire to make their children settle in the city;the housework time of the wives in the floating households is 3.4 times that of their husbands,the monthly income of the husbands in the floating households is significantly lower than that of the husbands in the migratory households,with heavy family burden assessed by themselves;the age of the wives in the migratory households is the smallest,and the educational level and income of them are the highest,but the monthly expenditure has not yet significantly expanded,and at the same time,the migratory households have the weakest desire to settle in the city.The recommendations concerning these three types of rural households are put forward as follows:promoting the skills of the members in the households unwilling to move,in agricultural cultivation,development of agricultural products and circulation of agricultural products;paying close attention to the floating rural households;promoting the government,enterprise,households to work together to stabilize the migratory households. 展开更多
关键词 URBANIZATION Unwilling to move households Floating households Migratory households
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一种采用Householder变换递归实现的复矩阵QR分解算法 被引量:4
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作者 胡冰新 李宁 吕俊 《系统仿真学报》 CAS CSCD 2004年第11期2432-2434,共3页
QR分解可以改善矩阵条件数,从而提高数值稳定性。由于传统的基于Householder变换的QR分解算法无法有效处理复数矩阵,限制了它的进一步应用。本文提出了一种复数形式的QR分解算法,该算法通过对传统算法进行修改,采用Householder变换递归... QR分解可以改善矩阵条件数,从而提高数值稳定性。由于传统的基于Householder变换的QR分解算法无法有效处理复数矩阵,限制了它的进一步应用。本文提出了一种复数形式的QR分解算法,该算法通过对传统算法进行修改,采用Householder变换递归实现了复矩阵的QR分解,修正后的算法公式可以有效处理复数信号,同时保持了实矩阵QR分解算法的良好性能。新的算法公式对于各种采用QR分解的应用均具有重要意义。通过对其在最小二乘问题中的应用进行仿真,验证了算法在复信号环境下的性能。 展开更多
关键词 复数QR分解 householder变换 最小二乘 数值稳定性
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Householder干扰阻塞法的弱信号DOA估计 被引量:9
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作者 王纯 徐婷婷 《计算机工程与应用》 CSCD 2013年第22期231-235,共5页
在强干扰来波方向已知或可准确估计的情况下,一维微弱信号的DOA估计通常采用干扰阻塞的方法,当采用二维阵型时,该方法阻塞矩阵构建形式随阵型发生变化,且其阻塞输出信号需进行预白化处理,因此计算复杂度较高。提出一种基于Householder... 在强干扰来波方向已知或可准确估计的情况下,一维微弱信号的DOA估计通常采用干扰阻塞的方法,当采用二维阵型时,该方法阻塞矩阵构建形式随阵型发生变化,且其阻塞输出信号需进行预白化处理,因此计算复杂度较高。提出一种基于Householder变换的干扰阻塞法,该方法可有效阻塞强干扰获得微弱信号DOA信息,阻塞矩阵构建形式固定,不随阵型发生变化,无需预白化处理,因此具有计算复杂度较低、精度较高的特点。 展开更多
关键词 来波方向估计 householder干扰阻塞法 预白化处理 微弱信号
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基于Householder方法的子域精细积分 被引量:3
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作者 刘婷婷 张文首 林家浩 《计算力学学报》 EI CAS CSCD 北大核心 2009年第4期535-538,共4页
有限元法生成的矩阵通常具有尺度和带宽很大的特点,应用子域精细积分面临着选择子域的困难。本文采用Householder方法将矩阵三对角化,从而使子域精细积分可用于大型有限元系统。通过在子域精细积分中引入预估-校正格式,可以在不需要迭... 有限元法生成的矩阵通常具有尺度和带宽很大的特点,应用子域精细积分面临着选择子域的困难。本文采用Householder方法将矩阵三对角化,从而使子域精细积分可用于大型有限元系统。通过在子域精细积分中引入预估-校正格式,可以在不需要迭代的情况下得到比蛙跳格式更高的精度。 展开更多
关键词 householder变换 预估-校正 子域精细积分 瞬态热传导
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关于特殊辛Householder变换和特殊辛Givens变换算法 被引量:4
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作者 闫庆友 贾仲孝 《大连理工大学学报》 CAS CSCD 北大核心 2001年第4期399-404,共6页
对辛 QR算法 ( SR算法 )的不稳定性提出了一种改进措施 .并对该措施中使用的特殊辛 Householder变换和特殊辛 Givens变换矩阵的性质进行了研究 ,进而提出了这两种特殊辛相似变换中相应的旋转角的选取策略和实现这些措施所对应的算法 .... 对辛 QR算法 ( SR算法 )的不稳定性提出了一种改进措施 .并对该措施中使用的特殊辛 Householder变换和特殊辛 Givens变换矩阵的性质进行了研究 ,进而提出了这两种特殊辛相似变换中相应的旋转角的选取策略和实现这些措施所对应的算法 .使用这一改进措施 ,可以建立各种修正辛 展开更多
关键词 哈密顿矩阵 条件数 特殊辛householder变换 特殊辛Givens矩阵 特征值 特征不变子空间 辛相似变换
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Householder矩阵的又一特性 被引量:2
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作者 燕列雅 任学明 《纯粹数学与应用数学》 CSCD 北大核心 2005年第1期16-19,共4页
给出了Householder矩阵的其它若干性质,利用本文中得到的正交向量组所对应的Householder矩阵的重要性质,解决了形如A=k1H1+k2H2+…+knHn(ki∈R,Hi为n阶Householder矩阵,i=1,2,…n)的实对称阵的特性值与特征向量的问题,且任一实对称矩阵... 给出了Householder矩阵的其它若干性质,利用本文中得到的正交向量组所对应的Householder矩阵的重要性质,解决了形如A=k1H1+k2H2+…+knHn(ki∈R,Hi为n阶Householder矩阵,i=1,2,…n)的实对称阵的特性值与特征向量的问题,且任一实对称矩阵A均可表示为上述形式. 展开更多
关键词 householder矩阵 正交阵 相似 特征值 特征向量
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求解线性矛盾方程组的递推Householder变换法 被引量:1
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作者 刘整社 陈宗基 文传源 《航空学报》 EI CAS CSCD 北大核心 1989年第9期A511-A516,共6页
求解线性矛盾方程组是工程实践中经常遇到的问题。目前主要采用法方程组解法和基于各种正交变换的三角化解法。由于法方程组系数矩阵的病态条件数是原矛盾方程组系数矩阵病态条件数的平方,所以计算精度较差,有时甚至得到完全错误的结果... 求解线性矛盾方程组是工程实践中经常遇到的问题。目前主要采用法方程组解法和基于各种正交变换的三角化解法。由于法方程组系数矩阵的病态条件数是原矛盾方程组系数矩阵病态条件数的平方,所以计算精度较差,有时甚至得到完全错误的结果。因此一些计算精度要求高的问题和高阶方程组的求解,多采用三角化法。但是,三角化法只能进行一次性处理,尚未出现随数据更新的实时递推算法。许多需要在线处理和数据存储最大的问题,只好采用一般递推最小二乘法。 展开更多
关键词 线性方程组 递推算法 householder
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基于矩阵Householder变换的图像数字水印算法 被引量:1
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作者 王红喜 张博 《宁夏大学学报(自然科学版)》 CAS 2013年第2期164-167,共4页
为满足水印算法容易实现同时具有较强的稳健性,提出了一个图像数字水印算法.利用矩阵的Householder变换具有扰动性及Householder变换矩阵(H矩阵)对称性和正交性的特征,将图像进行了矩阵的Householder分解.通过仿真实验对算法进行攻击,... 为满足水印算法容易实现同时具有较强的稳健性,提出了一个图像数字水印算法.利用矩阵的Householder变换具有扰动性及Householder变换矩阵(H矩阵)对称性和正交性的特征,将图像进行了矩阵的Householder分解.通过仿真实验对算法进行攻击,结果表明本算法在计算量和稳健性方面优于已有算法. 展开更多
关键词 householder变换 数字水印 矩阵扰动
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一种基于Householder变换的递归QRD—LS算法 被引量:2
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作者 胡冰新 董玮 于全 《信号处理》 CSCD 北大核心 2006年第1期53-56,共4页
本文提出了一种采用Householder变换实现的递归QRD-LS算法,该算法通过采用Householder变换取代Giv- ens旋转递归实现复矩阵的QR分解来求解LS问题,可以获得比基于Givens旋转的QRD—LS算法更快的处理速度。此外, 算法引入了复数QR分解,解... 本文提出了一种采用Householder变换实现的递归QRD-LS算法,该算法通过采用Householder变换取代Giv- ens旋转递归实现复矩阵的QR分解来求解LS问题,可以获得比基于Givens旋转的QRD—LS算法更快的处理速度。此外, 算法引入了复数QR分解,解决了算法只能处理实数信号的问题。通过定义新的数据矩阵,算法还可以合并求解数据域正规方程中的系数矩阵和右侧向量,从而提高了计算效率。通过对其在智能天线中的应用进行仿真,验证了算法的性能。 展开更多
关键词 复数QR分解 householder变换 Givens旋转 最小_乘 智能天线
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基于Householder-QR分解的低复杂度天线选择算法 被引量:2
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作者 解志斌 汪晋宽 +1 位作者 王赟 高静 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2008年第9期1274-1278,共5页
对多天线空分复用系统中以符号误码率为准则的天线选择算法进行了深入分析,针对以往传统天线选择算法对所有天线子集搜索计算复杂度高的问题,提出了基于复域Householder-QR分解的天线选择算法.所提算法深入分析了线性接收机接收端信噪... 对多天线空分复用系统中以符号误码率为准则的天线选择算法进行了深入分析,针对以往传统天线选择算法对所有天线子集搜索计算复杂度高的问题,提出了基于复域Householder-QR分解的天线选择算法.所提算法深入分析了线性接收机接收端信噪比与系统信道矩阵之间的关系,利用接收端信噪比近似边界值得到了低复杂度的选择方案,该算法不仅有效地降低了计算复杂度,同时误码率性能与以往算法相近,提高了空分复用系统的传输可靠性,适用于实际相关信道传播环境.仿真实验表明,与传统算法相比该算法具有良好的性能. 展开更多
关键词 多输入多输出(MIMO)系统 天线选择 符号误码率(SER) 复域householder-QR分解 信噪比(SNR)
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Householder矩阵的性质及其等价表示 被引量:2
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作者 吴华安 《武汉理工大学学报(交通科学与工程版)》 2006年第3期543-545,共3页
对Househo lder矩阵的特征值给出了3种不同的求法,对此矩阵的初等反射性质作出了具有几何意义的证明,并讨论了该矩阵的若干性质.还作出了此矩阵的一个等价表示及给出了一个特殊的线性变换,使得在此变换下的表示矩阵就是Househo lder矩阵.
关键词 householder矩阵 直和空间 幂等矩阵 正交规范基
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基于Householder变换的复参数递推最小二乘估计方法 被引量:1
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作者 崔博文 《安徽大学学报(自然科学版)》 CAS 北大核心 2013年第4期14-20,共7页
提出了一种基于Householder变换的复参数递推最小二乘参数估计方法.利用基本复Householder变换方法,研究了基于复Householder变换的递推复矩阵上三角化变换算法,针对上三角矩阵增加一行新数据后的复矩阵,提出了按列递推复矩阵上三角化... 提出了一种基于Householder变换的复参数递推最小二乘参数估计方法.利用基本复Householder变换方法,研究了基于复Householder变换的递推复矩阵上三角化变换算法,针对上三角矩阵增加一行新数据后的复矩阵,提出了按列递推复矩阵上三角化变换算法,并给出了相应的算法证明.算例仿真结果验证了基于复Householder变换的复数最小二乘估计算法的有效性和可靠性. 展开更多
关键词 最小二乘估计 复数 householder变换 上三角矩阵 参数估计
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基于高斯分布和Householder flow的无监督图嵌入算法 被引量:1
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作者 刘国军 范天祥 +2 位作者 王乃正 张正达 齐广智 《山东大学学报(工学版)》 CAS CSCD 北大核心 2024年第4期35-41,共7页
为更好地表示节点,提出一种新的图嵌入方法,将节点表示为由均值和方差构成的高斯分布,通过应用一系列可逆Householder变换,将相对简单的分布转换为更灵活的分布,可以更好地捕获关于其表示的不确定性。为提高稳定性,采用Wasserstein距离... 为更好地表示节点,提出一种新的图嵌入方法,将节点表示为由均值和方差构成的高斯分布,通过应用一系列可逆Householder变换,将相对简单的分布转换为更灵活的分布,可以更好地捕获关于其表示的不确定性。为提高稳定性,采用Wasserstein距离进行分布之间的度量。试验结果表明,在多个基准数据集上,使用Householder变换的Graph2Gauss(G2G)算法比原始模型的链接预测表现更好。通过节点分类的效果可以看出,对于节点信息缺失的图,使用Wasserstein距离可以大幅增加节点分类的F1分数。 展开更多
关键词 无监督学习 图嵌入 高斯分布 householder flow Wasserstein距离
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