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MobiusE: Knowledge Graph Embedding on Mobius Ring

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 227 ()

In this work, we propose a novel Knowledge Graph Embedding (KGE) strategy, called MobiusE, in which the entities and relations are embedded to the sur......

Graph classification based on skeleton and component features

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 228 ()

Most existing popular methods for learning graph embedding only consider fixed-order global structural features but lack hierarchical representation f......

Semi-supervised two-phase familial analysis of Android malware with normalized graph embedding

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 218 ()

With the widespread use of smartphones, Android malware has posed serious threats to its security. Given the explosive growth of Android malware varia......

Knowledge structure-based consensus-reaching method for large-scale multiattribute group decision-making

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 219 ()

Large-scale multiattribute group decision-making (LMGDM) requires a large number of participants with different knowledge structures. This study propo......

Medical image segmentation based on active fusion-transduction of multi-stream features?

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 220 ()

As an important building block in automatic medical systems, image segmentation has made great progress due to the data-driving mechanism of deep arch......

Learning flexible network representation via anonymous walks

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 222 ()

Network representation learning aims to project nodes in a network into low-dimensional continuous vector space while preserving the network structure......

Robust and label efficient bi-filtering graph convolutional networks for node classification

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 224 ()

Due to their success at node classification, Graph Convolutional Networks (GCN) have raised a research upsurge of deep learning on graph-structured da......

The hierarchical task network planning method based on Monte Carlo Tree Search

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 225 ()

Since the hierarchical task network (HTN) planning depends on the domain knowledge of the problem, the planning result relies on the writing order of ......

Opposition-based learning grey wolf optimizer for global optimization

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 226 ()

Grey wolf optimizer is a novel swarm intelligent algorithm. It has received lots of interest from the heuristic algorithm community for its superior o......

An improved gravity model to identify influential nodes in complex networks based on k-shell method

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 227 ()

To find the important nodes in complex networks is a fundamental issue. A number of methods have been recently proposed to address this problem but mo......

Noise label learning through label confidence statistical inference

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 227 ()

Noise label exists widely in real-world data, resulting in the degradation of classification performance. Popular methods require a known noise distri......

A constrained optimization approach for cross-domain emotion distribution learning

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 227 ()

Emotion distribution learning aims to annotate unlabeled instances with a set of emotion categories and their strengths. Non-negative Matrix Tri-Facto......

A two-stage safe screening method for non-convex support vector machine with ramp loss

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 228 ()

Support vector machine (SVM) is one of the extremely effective classification tools, which has been widely employed in real-world applications. Howeve......

Multi-view clustering via deep concept factorization

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 217 ()

Recent studies have shown the satisfactory results of the matrix factorization technique in Multi-view Clustering (MVC). Compared with the single-laye......

Adaptive cross-contextual word embedding for word polysemy with unsupervised topic modeling

期刊: KNOWLEDGE-BASED SYSTEMS, 2021; 218 ()

Because of its efficiency, word embedding has been widely used in many natural language processing and text modeling tasks. It aims to represent each ......

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