Existing multi-view deep subspace clustering methods aim to learn a unified representation from multi-view data,while the learned representation is difficult to maintain the underlying structure hidden in the origin s...Existing multi-view deep subspace clustering methods aim to learn a unified representation from multi-view data,while the learned representation is difficult to maintain the underlying structure hidden in the origin samples,especially the high-order neighbor relationship between samples.To overcome the above challenges,this paper proposes a novel multi-order neighborhood fusion based multi-view deep subspace clustering model.We creatively integrate the multi-order proximity graph structures of different views into the self-expressive layer by a multi-order neighborhood fusion module.By this design,the multi-order Laplacian matrix supervises the learning of the view-consistent self-representation affinity matrix;then,we can obtain an optimal global affinity matrix where each connected node belongs to one cluster.In addition,the discriminative constraint between views is designed to further improve the clustering performance.A range of experiments on six public datasets demonstrates that the method performs better than other advanced multi-view clustering methods.The code is available at https://github.com/songzuolong/MNF-MDSC(accessed on 25 December 2024).展开更多
Yinshan anticline is the product of tectono-dynamic deformation - metamorphism .Along the axis of the anticline exists a brittle-ductile shearing zone which obviously controls the ore-formation . Mineralization occurs...Yinshan anticline is the product of tectono-dynamic deformation - metamorphism .Along the axis of the anticline exists a brittle-ductile shearing zone which obviously controls the ore-formation . Mineralization occurs along the axis of the anticline in a width of about 1000m .In the mining area .volcano- subvolcanic rocks of Early Yanshan period are divided into three cycles :Ⅰ intermediate acidic dacite lava and dacite porphyry ;Ⅱ acidic amphibole liparite and quartz porphyry;Ⅲ intermediate andesite porphyrite . Among them activities of ⅠandⅡ cycles are more intensive and are intimately related to the mineralization . Yinshan ore deposit is the result of combinative processes of tectono -dynamic and volcano -magmatic hydrothermal fluids, so that mere are two centers of metallogenic zoning, one being the axial strain zone of Yinshan anticline which is the center of first order, and the other being porphyry stock , 2nd order.展开更多
In this paper, we apply the Legendre spectral-collocation method to obtain approximate solutions of nonlinear multi-order fractional differential equations (M-FDEs). The fractional derivative is described in the Caput...In this paper, we apply the Legendre spectral-collocation method to obtain approximate solutions of nonlinear multi-order fractional differential equations (M-FDEs). The fractional derivative is described in the Caputo sense. The study is conducted through illustrative example to demonstrate the validity and applicability of the presented method. The results reveal that the proposed method is very effective and simple. Moreover, only a small number of shifted Legendre polynomials are needed to obtain a satisfactory result.展开更多
For the model of a Closed Phase Locked Loop (CPLL) communication System consists of both the transmission and receiver ends. This model is considered to be in a multi-order intermittent chaotic state. The chaotic sign...For the model of a Closed Phase Locked Loop (CPLL) communication System consists of both the transmission and receiver ends. This model is considered to be in a multi-order intermittent chaotic state. The chaotic signals are then synchronized along side with our system. This chaotic synchronization will be demonstrated and furthermore, a modulation will be formed to examine the system if it will perfectly reconstruct or not. Finally we will demonstrate the synchronization conditions of the system.展开更多
By applying the convolution technique to the treatment of oscillographic signal, a new electroanalytical method, 0.5-3.5 order differential A.C. oscillographic chronopotentiometry is presented. This note represents th...By applying the convolution technique to the treatment of oscillographic signal, a new electroanalytical method, 0.5-3.5 order differential A.C. oscillographic chronopotentiometry is presented. This note represents the experimental circuits, principle and characteristics of the method.展开更多
接诉即办是实现社会治理智能化、提高人民满意度的重要举措,其中精准分析民众诉求智能匹配工单处理部门,实现诉求的快速响应、高效办理尤为关键;然而,民众诉求数据中的诉求描述不清晰、类别混淆且比例失衡会导致诉求类别分析困难,影响...接诉即办是实现社会治理智能化、提高人民满意度的重要举措,其中精准分析民众诉求智能匹配工单处理部门,实现诉求的快速响应、高效办理尤为关键;然而,民众诉求数据中的诉求描述不清晰、类别混淆且比例失衡会导致诉求类别分析困难,影响了智能派单的效率与准确性。针对上述问题,提出编解码器结构的诉求层次多标签分类模型(HMCHotline)。首先,在文本编码器中引入诉求领域中的细粒度关键词先验知识以抑制噪声干扰,并融合诉求的时空信息提高语义特征的判别力;其次,利用标签层次结构生成具有层次与语义感知的标签嵌入,并构建基于Transformer模型的标签解码器,利用诉求的语义特征和标签嵌入进行标签解码;同时,在标签的层级依赖关系基础上引入动态标签表策略限制标签的解码范围,以解决标签不一致问题;最后,采用Softmax分组策略将样本数量相近的标签类别分为同组进行Softmax操作,从而缓解由标签长尾分布导致的分类准确率低的问题。在Hotline、RCV1(Reuters Corpus VolumeⅠ)-v2和WOS(Web Of Science)数据集上的实验结果表明,相较于层次感知的标签语义匹配网络(HiMatch),所提模型的Micro-F1分别提高了1.65、2.06和0.43个百分点,验证了模型的有效性。展开更多
基金supported by the National Key R&D Program of China(2023YFC3304600).
文摘Existing multi-view deep subspace clustering methods aim to learn a unified representation from multi-view data,while the learned representation is difficult to maintain the underlying structure hidden in the origin samples,especially the high-order neighbor relationship between samples.To overcome the above challenges,this paper proposes a novel multi-order neighborhood fusion based multi-view deep subspace clustering model.We creatively integrate the multi-order proximity graph structures of different views into the self-expressive layer by a multi-order neighborhood fusion module.By this design,the multi-order Laplacian matrix supervises the learning of the view-consistent self-representation affinity matrix;then,we can obtain an optimal global affinity matrix where each connected node belongs to one cluster.In addition,the discriminative constraint between views is designed to further improve the clustering performance.A range of experiments on six public datasets demonstrates that the method performs better than other advanced multi-view clustering methods.The code is available at https://github.com/songzuolong/MNF-MDSC(accessed on 25 December 2024).
文摘Yinshan anticline is the product of tectono-dynamic deformation - metamorphism .Along the axis of the anticline exists a brittle-ductile shearing zone which obviously controls the ore-formation . Mineralization occurs along the axis of the anticline in a width of about 1000m .In the mining area .volcano- subvolcanic rocks of Early Yanshan period are divided into three cycles :Ⅰ intermediate acidic dacite lava and dacite porphyry ;Ⅱ acidic amphibole liparite and quartz porphyry;Ⅲ intermediate andesite porphyrite . Among them activities of ⅠandⅡ cycles are more intensive and are intimately related to the mineralization . Yinshan ore deposit is the result of combinative processes of tectono -dynamic and volcano -magmatic hydrothermal fluids, so that mere are two centers of metallogenic zoning, one being the axial strain zone of Yinshan anticline which is the center of first order, and the other being porphyry stock , 2nd order.
文摘In this paper, we apply the Legendre spectral-collocation method to obtain approximate solutions of nonlinear multi-order fractional differential equations (M-FDEs). The fractional derivative is described in the Caputo sense. The study is conducted through illustrative example to demonstrate the validity and applicability of the presented method. The results reveal that the proposed method is very effective and simple. Moreover, only a small number of shifted Legendre polynomials are needed to obtain a satisfactory result.
文摘For the model of a Closed Phase Locked Loop (CPLL) communication System consists of both the transmission and receiver ends. This model is considered to be in a multi-order intermittent chaotic state. The chaotic signals are then synchronized along side with our system. This chaotic synchronization will be demonstrated and furthermore, a modulation will be formed to examine the system if it will perfectly reconstruct or not. Finally we will demonstrate the synchronization conditions of the system.
文摘By applying the convolution technique to the treatment of oscillographic signal, a new electroanalytical method, 0.5-3.5 order differential A.C. oscillographic chronopotentiometry is presented. This note represents the experimental circuits, principle and characteristics of the method.
文摘接诉即办是实现社会治理智能化、提高人民满意度的重要举措,其中精准分析民众诉求智能匹配工单处理部门,实现诉求的快速响应、高效办理尤为关键;然而,民众诉求数据中的诉求描述不清晰、类别混淆且比例失衡会导致诉求类别分析困难,影响了智能派单的效率与准确性。针对上述问题,提出编解码器结构的诉求层次多标签分类模型(HMCHotline)。首先,在文本编码器中引入诉求领域中的细粒度关键词先验知识以抑制噪声干扰,并融合诉求的时空信息提高语义特征的判别力;其次,利用标签层次结构生成具有层次与语义感知的标签嵌入,并构建基于Transformer模型的标签解码器,利用诉求的语义特征和标签嵌入进行标签解码;同时,在标签的层级依赖关系基础上引入动态标签表策略限制标签的解码范围,以解决标签不一致问题;最后,采用Softmax分组策略将样本数量相近的标签类别分为同组进行Softmax操作,从而缓解由标签长尾分布导致的分类准确率低的问题。在Hotline、RCV1(Reuters Corpus VolumeⅠ)-v2和WOS(Web Of Science)数据集上的实验结果表明,相较于层次感知的标签语义匹配网络(HiMatch),所提模型的Micro-F1分别提高了1.65、2.06和0.43个百分点,验证了模型的有效性。
