多粒度网络表示学习方法因其在学习节点表示过程中可以保留网络的多粒度特征而受到越来越多的关注.该类方法主要经过粗化和细化两个阶段.现有的工作侧重于设计粗化策略以压缩网络规模获得网络的多粒度结构.但是如何保留这种多粒度结构,...多粒度网络表示学习方法因其在学习节点表示过程中可以保留网络的多粒度特征而受到越来越多的关注.该类方法主要经过粗化和细化两个阶段.现有的工作侧重于设计粗化策略以压缩网络规模获得网络的多粒度结构.但是如何保留这种多粒度结构,将粗粒度空间的节点表示细化回原始网络仍具有挑战.本文提出一种基于聚合多阶邻域信息的细化方法的多粒度网络表示学习方法NRAM(Network Refinement based on Aggregating Multi-neighboring information).首先,对于粗化阶段生成的多粒度网络,仅利用现有的网络表示学习方法学习最粗粒度网络的表示;然后将从粗粒度网络继承的节点表示和细粒度网络的结构信息相融合得到细粒度网络的初始嵌入;最后通过聚合节点多阶邻域信息的方式得到细粒度网络的节点表示,迭代该过程直到获得原始网络的节点向量.在3个公共数据集上节点分类的结果证明了NRAM的有效性.展开更多
Potato is one of the important food crops in Shangnan County,Shaanxi Province.Potato planting strategy in this region has great significance for potato planting,according to local conditions and for optimizing regiona...Potato is one of the important food crops in Shangnan County,Shaanxi Province.Potato planting strategy in this region has great significance for potato planting,according to local conditions and for optimizing regional layout.The ecological suitability of potato cultivation in Shangnan County was evaluated by using geographic information system(GIS)technology,county cultivated land resource management information system and analytic hierarchy process(AHP).The evaluation index system of ecological suitability of potatoes in Shangnan County was established by screening the evaluation index of each ecological factor with expert experience method.The AHP and fuzzy evaluation method were applied to the quantitative calculation of the weight of each index.The ecological suitability assessment map of potato planting in Shangnan County was obtained by using the overlay analysis function of ArcGIS 10.2.The results showed that highly suitable area for potato cultivation was 6974.04 hm^2,accounting for 28.07%of the cultivated land.The suitable area was 11205.75 hm^2,accounting for 45.10%of the cultivated land area.These two types of arable land mainly distributed in the shallow hilly area,the middle mountain landform and the river valley area.The remaining arable land in this region mainly distributed in the shallow hills and the mid-mountain landscapes,including the arable land which was reluctantly suitable for potato cultivation and unsuitable for potato cultivation,with 5646.15 and 1022.33 hm^2,respectively,accounting for only 22.72%and 4.11%of the total arable land areas.Therefore,based on the statistics and analyses of potato planting environment in Shangnan County,the pattern of local ecological adaptability distribution was summarized and the spatial distribution map was drawn,thus providing scientific basis for rational distribution and planning of potato in Shangnan County.展开更多
文摘多粒度网络表示学习方法因其在学习节点表示过程中可以保留网络的多粒度特征而受到越来越多的关注.该类方法主要经过粗化和细化两个阶段.现有的工作侧重于设计粗化策略以压缩网络规模获得网络的多粒度结构.但是如何保留这种多粒度结构,将粗粒度空间的节点表示细化回原始网络仍具有挑战.本文提出一种基于聚合多阶邻域信息的细化方法的多粒度网络表示学习方法NRAM(Network Refinement based on Aggregating Multi-neighboring information).首先,对于粗化阶段生成的多粒度网络,仅利用现有的网络表示学习方法学习最粗粒度网络的表示;然后将从粗粒度网络继承的节点表示和细粒度网络的结构信息相融合得到细粒度网络的初始嵌入;最后通过聚合节点多阶邻域信息的方式得到细粒度网络的节点表示,迭代该过程直到获得原始网络的节点向量.在3个公共数据集上节点分类的结果证明了NRAM的有效性.
基金Supported by the National 863 Program Project"Express Acquisition and Analysis Technology of Crop Growth Information"(2013AA102401)the National"Twelfth Five-year Plan"Science and Technology Support Plan"Accurate Acquisition Technology Integration and Application of Farmland Information on Multi-remote Sensing Platform in Dry Areas"(2012 BAH29B04)Assessment Project of Cultivated Land Fertility in Shaanxi Province。
文摘Potato is one of the important food crops in Shangnan County,Shaanxi Province.Potato planting strategy in this region has great significance for potato planting,according to local conditions and for optimizing regional layout.The ecological suitability of potato cultivation in Shangnan County was evaluated by using geographic information system(GIS)technology,county cultivated land resource management information system and analytic hierarchy process(AHP).The evaluation index system of ecological suitability of potatoes in Shangnan County was established by screening the evaluation index of each ecological factor with expert experience method.The AHP and fuzzy evaluation method were applied to the quantitative calculation of the weight of each index.The ecological suitability assessment map of potato planting in Shangnan County was obtained by using the overlay analysis function of ArcGIS 10.2.The results showed that highly suitable area for potato cultivation was 6974.04 hm^2,accounting for 28.07%of the cultivated land.The suitable area was 11205.75 hm^2,accounting for 45.10%of the cultivated land area.These two types of arable land mainly distributed in the shallow hilly area,the middle mountain landform and the river valley area.The remaining arable land in this region mainly distributed in the shallow hills and the mid-mountain landscapes,including the arable land which was reluctantly suitable for potato cultivation and unsuitable for potato cultivation,with 5646.15 and 1022.33 hm^2,respectively,accounting for only 22.72%and 4.11%of the total arable land areas.Therefore,based on the statistics and analyses of potato planting environment in Shangnan County,the pattern of local ecological adaptability distribution was summarized and the spatial distribution map was drawn,thus providing scientific basis for rational distribution and planning of potato in Shangnan County.