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Graph embedding techniques, applications, and performance: A survey

Palash Goyal, Emilio Ferrara
2018 Knowledge-Based Systems  
In this survey, we provide a comprehensive and structured analysis of various graph embedding techniques proposed in the literature.  ...  We evaluate these state-of-the-art methods on a few common datasets and compare their performance against one another.  ...  To the best of our knowledge, this is the first paper to survey graph embedding techniques and their applications. Organization of the survey The survey is organized as follows.  ... 
doi:10.1016/j.knosys.2018.03.022 fatcat:wpud5byxxndllmhqdnhkljvcga

A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications [article]

Hongyun Cai, Vincent W. Zheng, Kevin Chen-Chuan Chang
2018 arXiv   pre-print
Finally, we summarize the applications that graph embedding enables and suggest four promising future research directions in terms of computation efficiency, problem settings, techniques and application  ...  In this survey, we conduct a comprehensive review of the literature in graph embedding. We first introduce the formal definition of graph embedding as well as the related concepts.  ...  , problem settings, solution techniques and applications.  ... 
arXiv:1709.07604v3 fatcat:6w42r4k6rvbodmnuerbqqrxynq

A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources [article]

Xiao Wang and Deyu Bo and Chuan Shi and Shaohua Fan and Yanfang Ye and Philip S. Yu
2020 arXiv   pre-print
In this survey, we perform a comprehensive review of the recent development on HG embedding methods and techniques.  ...  To facilitate future research and applications in this area, we also summarize the open-source code, existing graph learning platforms and benchmark datasets.  ...  This survey has demonstrated the strong performance of heterogeneous graph embedding methods on E-commerce and cybersecurity.  ... 
arXiv:2011.14867v1 fatcat:phfoxj7qsrfshfednomeok7pau

A Comprehensive Survey of Knowledge Graph Embeddings with Literals: Techniques and Applications

Genet Asefa Gesese, Russa Biswas, Harald Sack
2019 Extended Semantic Web Conference  
In this study, we conduct a comprehensive survey based on techniques of KG embedding models which consider the structured information of the graph as well as the unstructured information in form of literals  ...  systems and Q&A applications etc.  ...  The survey provides a detailed analysis and categorization of the embedding techniques of these models along with their application scenarios and limitations.  ... 
dblp:conf/esws/GeseseBS19 fatcat:kcshiaiygvbp7bebsfiugxu64u

From Community to Role-based Graph Embeddings [article]

Ryan A. Rossi, Di Jin, Sungchul Kim, Nesreen K. Ahmed, Danai Koutra, John Boaz Lee
2019 arXiv   pre-print
Recently, the notion of roles has become increasingly important and has gained a lot of attention due to the proliferation of work on learning representations (node/edge embeddings) from graphs that preserve  ...  Finally, we analyze and discuss the applications and data characteristics where community or role-based embeddings are most appropriate.  ...  There are also many settings and applications where role-based embeddings perform best for link prediction.  ... 
arXiv:1908.08572v1 fatcat:qxunw5kmqjhobkhl4nzbzkm6vm

A Survey on Edge Performance Benchmarking

Blesson Varghese, Nan Wang, David Bermbach, Cheol-Ho Hong, Eyal De Lara, Weisong Shi, Christopher Stewart
2021 ACM Computing Surveys  
It then systematically classifies previous research to identify the system under test, techniques analyzed, and benchmark runtime in edge performance benchmarking.  ...  Therefore, it is envisioned that a large-scale, geographically dispersed, and resource-rich distributed system will emerge and play a key role in the future Internet.  ...  Techniques Analyzed This section reviews various techniques that have been analyzed in edge performance benchmarks across the dimensions of application optimization and application deployment options.  ... 
doi:10.1145/3444692 fatcat:75kmnweazzeppefekfyrxmemze

A Survey on Edge Performance Benchmarking [article]

Blesson Varghese and Nan Wang and David Bermbach and Cheol-Ho Hong and Eyal de Lara and Weisong Shi and Christopher Stewart
2020 arXiv   pre-print
It then systematically classifies previous research to identify the system under test, techniques analyzed, and benchmark runtime in edge performance benchmarking.  ...  Therefore, it is envisioned that a large-scale, geographically dispersed, and resource-rich distributed system will emerge and play a key role in the future Internet.  ...  Future Directions and Conclusions This survey provided a catalog of explicit edge performance benchmarks and a subset of implicit edge performance benchmarking research to achieve objective O1 stated in  ... 
arXiv:2004.11725v2 fatcat:gyqqgfqf5fe2jk2ntlnd2itmli

Performance evaluation of component-based software systems: A survey

Heiko Koziolek
2010 Performance evaluation (Print)  
On this behalf, we have conducted a comprehensive state-of-the-art survey of more than 20 of these approaches assessing their applicability.  ...  Our survey helps practitioners to select an appropriate approach and scientists to identify interesting topics for future research.  ...  Acknowledgements: The author would like to thank the members of the SDQ research group at the University of Karlsruhe, especially Anne Martens, Klaus Krogmann, Michael Kuperberg, Steffen Becker, Jens Happe, and  ... 
doi:10.1016/j.peva.2009.07.007 fatcat:ksgbqwets5btvbcatkohjbkkba

High performance frequent subgraph mining on transaction datasets: A survey and performance comparison

Bismita S. Jena, Cynthia Khan, Rajshekhar Sunderraman
2019 Big Data Mining and Analytics  
In this work, we cover how high-performance computing has helped in improving the performance tremendously in the transactional directed and undirected aspect of graphs and performance comparisons of various  ...  Graph data mining has been a crucial as well as inevitable area of research.  ...  V is a set of vertices (nodes) We discuss directed and undirected type of transaction graphs and performance analysis comparison on both the categories.  ... 
doi:10.26599/bdma.2019.9020006 dblp:journals/bigdatama/JenaKS19 fatcat:lkmaerj3yvdkrkodrt6jwn7asm

A Survey On Performance Tools For Openmp

Mubrak S. Mohsen, Rosni Abdullah, Yong M. Teo
2009 Zenodo  
In this paper, a number of OpenMP performance tools are surveyed, explaining how each is used to collect, analyse, and display data collection.  ...  Because of this new architecture and the complexity, it is very important to evaluate the performance of OpenMP constructs, kernels, and application program on multi-core systems.  ...  We present a survey of various tools that can be used to aid in performance analysis of OpenMP programs.  ... 
doi:10.5281/zenodo.1085218 fatcat:ax5rvj6mkrgffkg4fdoqpe6oze

A Survey on Coarse-Grained Reconfigurable Architectures from a Performance Perspective [article]

Artur Podobas, Kentaro Sano, Satoshi Matsuoka
2020 arXiv   pre-print
performance and programmability.  ...  In this paper, we survey the landscape of CGRAs.  ...  ACKNOWLEDGEMENTS This article is based on results obtained from a project commissioned by the New energy and Industrial Technology Development Organization (NEDO).  ... 
arXiv:2004.04509v1 fatcat:sxnq32chxjf6hfc5ygjsxqjwl4

A Survey of Cyber Security Countermeasures Using Hardware Performance Counters [article]

James Christopher Foreman
2018 arXiv   pre-print
Here, we conduct a survey of recent techniques in realizing effective countermeasures for cyber attack detection from these hardware performance counters.  ...  There have been several approaches to attack detection including resident software applications at the root or user level, e.g., virus detection, and modifications to the OS, e.g., encryption, application  ...  [19] performed a survey of approaches that were essentially intelligent outlier rejection.  ... 
arXiv:1807.10868v1 fatcat:3zyf3doi6nazrebax3hfcdnnwy

A Survey on Human Performance Capture and Animation

Shihong Xia, Lin Gao, Yu-Kun Lai, Ming-Ze Yuan, Jinxiang Chai
2017 Journal of Computer Science and Technology  
Human performance mainly involves human body shapes and motions.  ...  In this survey, according to main research directions of human Survey  ...  A major goal of human performance capture and animation is to reconstruct and simulate realistic human behaviors, which benefits many downstream applications.  ... 
doi:10.1007/s11390-017-1742-y fatcat:kxfoylv535axtnpj6iaqda3mz4

Graph representation learning: a survey

Fenxiao Chen, Yun-Cheng Wang, Bin Wang, C.-C. Jay Kuo
2020 APSIPA Transactions on Signal and Information Processing  
In this review, we first explain the graph embedding task and its challenges. Next, we review a wide range of graph embedding techniques with insights.  ...  Various graph embedding techniques have been developed to convert the raw graph data into a low-dimensional vector representation while preserving the intrinsic graph properties.  ...  To the best of our knowledge, this is the first survey paper that provides a systematic evaluation of a rich set of graph embedding methods in domain-specific applications.  ... 
doi:10.1017/atsip.2020.13 fatcat:lirq3kp25jfilgkf66u2rlkhky

Graph Representation Learning: A Survey [article]

Fenxiao Chen, Yuncheng Wang, Bin Wang, C.-C. Jay Kuo
2019 arXiv   pre-print
In this review, we first explain the graph embedding task and its challenges. Next, we review a wide range of graph embedding techniques with insights.  ...  Various graph embedding techniques have been developed to convert the raw graph data into a low-dimensional vector representation while preserving the intrinsic graph properties.  ...  CONCLUSION A comprehensive survey of the literature on graph representation learning techniques was conducted in this paper.  ... 
arXiv:1909.00958v1 fatcat:6wbxy5jjx5ditbiiviwbuqyww4
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