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Deep-Learning-Based Community Detection Approach on Multimedia Social Networks

Antonino Ferraro, Vincenzo Moscato, Giancarlo Sperlì
<span title="2021-12-02">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
Exploiting multimedia data to analyze social networks has recently become one the most challenging issues for Social Network Analysis (SNA), leading to defining Multimedia Social Networks (MSNs).  ...  In this paper, we present a hypergraph-based data model to represent all the different types of relationships among users within an MSN, often mediated by multimedia data.  ...  [20] developed a hybrid matrix factorization approach approach exploiting a hypergraph data structure to represent complex interactions in social networks for recommending items.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app112311447">doi:10.3390/app112311447</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sgsnldorm5b5nbucbtyoboemv4">fatcat:sgsnldorm5b5nbucbtyoboemv4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220430230823/https://mdpi-res.com/d_attachment/applsci/applsci-11-11447/article_deploy/applsci-11-11447-v2.pdf?version=1638529829" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/af/9c/af9c87a17d8742c461b5b41135bf2c05eb2afb06.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app112311447"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

2019 Index IEEE Transactions on Knowledge and Data Engineering Vol. 31

<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ht3yl6qfebhwrg7vrxkz4gxv3q" style="color: black;">IEEE Transactions on Knowledge and Data Engineering</a> </i> &nbsp;
Wang, C., +, TKDE March 2019 601-614 Embedded systems A Survey on Network Embedding.  ...  Wang, Y., +, TKDE July 2019 1327-1340 Knowledge based systems Collective Keyword Query on a Spatial Knowledge Base.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tkde.2019.2953412">doi:10.1109/tkde.2019.2953412</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jkmpnsjcf5a3bhhf4ian66mj5y">fatcat:jkmpnsjcf5a3bhhf4ian66mj5y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201106144444/https://ieeexplore.ieee.org/ielx7/69/8926561/08926562.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/80/1e/801e0a04a357deedc73a882fae4f9053bba14883.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tkde.2019.2953412"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Networks beyond pairwise interactions: Structure and dynamics

Federico Battiston, Giulia Cencetti, Iacopo Iacopini, Vito Latora, Maxime Lucas, Alice Patania, Jean-Gabriel Young, Giovanni Petri
<span title="">2020</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jpqyz5yp6vdibnpfaxmvgvtise" style="color: black;">Physics reports</a> </i> &nbsp;
We review the measures designed to characterize the structure of these systems and the models proposed to generate synthetic structures, such as random and growing bipartite graphs, hypergraphs and simplicial  ...  Over the past decades, a variety of complex systems has been successfully described as networks whose interacting pairs of nodes are connected by links.  ...  Atkin's framework to study social systems is based on a fundamental distinction between what he calls the ''backcloth'' of social action, namely the structure of ties among the events, and the ''traffic  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.physrep.2020.05.004">doi:10.1016/j.physrep.2020.05.004</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pkugz4i5obainmcrwod6i4od7q">fatcat:pkugz4i5obainmcrwod6i4od7q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201103053617/https://discovery.ucl.ac.uk/id/eprint/10110858/1/1-s2.0-S0370157320302489-main.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1b/4b/1b4bac0ccf0f305107db53da404d1746e29ee2e6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.physrep.2020.05.004"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Networks beyond pairwise interactions: structure and dynamics [article]

Federico Battiston, Giulia Cencetti, Iacopo Iacopini, Vito Latora, Maxime Lucas, Alice Patania, Jean-Gabriel Young, Giovanni Petri
<span title="2020-06-02">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We introduce and discuss the rapidly growing research on higher-order dynamical systems and on dynamical topology.  ...  Over the past decades, a great variety of complex systems has been successfully described as networks whose interacting pairs of nodes are connected by links.  ...  Atkin's framework to study social systems is based on a fundamental distinction between what he calls the "backcloth" of social action, namely the structure of ties among the events, and the "traffic"  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2006.01764v1">arXiv:2006.01764v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/h4ezvequxrbyrozpjbb6lbqhj4">fatcat:h4ezvequxrbyrozpjbb6lbqhj4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200929062637/https://arxiv.org/pdf/2006.01764v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2a/45/2a4527185284693e6ee7b424bc755398aed49f3d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2006.01764v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Recommendation system using a deep learning and graph analysis approach [article]

Mahdi Kherad, Amir Jalaly Bidgoly
<span title="2021-07-13">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we have proposed a novel recommendation method based on Matrix Factorization and graph analysis methods.  ...  The advances in machine learning methods, especially deep learning, have led to great achievements in recommender systems, although these systems still suffer from challenges such as cold-start and sparsity  ...  [ 25 ] , to express the internal relations of social networks, propose a new hybrid model combining hypergraph theory with PMF. Pan et al.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.08100v8">arXiv:2004.08100v8</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/olpgxe5u5zg3tphqbofgdfilmu">fatcat:olpgxe5u5zg3tphqbofgdfilmu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210718060204/https://arxiv.org/ftp/arxiv/papers/2004/2004.08100.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b5/04/b5044d3867da9ffacad0cb15bb5e40793aa26c03.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.08100v8" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Followee recommendation in Twitter using fuzzy link prediction

Fernando M. Rodríguez, Luis M. Torres, Sara E. Garza
<span title="2016-06-15">2016</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qcs6npiwtfgmnjz77pf7tz2zvu" style="color: black;">Expert systems</a> </i> &nbsp;
In social networking sites, it is useful to receive recommendations about whom to contact or follow.  ...  Other advantages of the fuzzy system include a self-explanatory capability and the ability to produce a non-binary friendship value.  ...  E., and KARAHOCA, A. (2015) Extended topology based recommendation system for unidirectional social networks, Expert Systems with Applications, 42(7), 3653-3661. ZADEH, L. (1965) Fuzzy sets.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1111/exsy.12153">doi:10.1111/exsy.12153</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mt66c453nvhdfdr44biyvhpa7q">fatcat:mt66c453nvhdfdr44biyvhpa7q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190430163354/http://eprints.uanl.mx/13557/1/rodriguez2016followee.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/86/c9/86c9178f13e65133267e66be89ad83de6b0e4a54.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1111/exsy.12153"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Mathematics of Digital Hyperspace [article]

Jeremy Kepner, Timothy Davis, Vijay Gadepally, Hayden Jananthan, Lauren Milechin
<span title="2021-03-28">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
With the addition of key based indices (such as pointers to strings) and semilinks, GraphBLAS can become a richer associative array algebra and be a plug-in replacement for spreadsheets, database tables  ...  Social media, e-commerce, streaming video, e-mail, cloud documents, web pages, traffic flows, and network packets fill vast digital lakes, rivers, and oceans that we each navigate daily.  ...  Physical networks, neural networks, mesh geometries, and other systems where the dimension of the problem is known can often be well represented by sparse arrays where nnz() is on the order of the number  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2103.15203v1">arXiv:2103.15203v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zq767tvhlzftzgomzsdxj3p2zq">fatcat:zq767tvhlzftzgomzsdxj3p2zq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210403192202/https://arxiv.org/pdf/2103.15203v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/17/56/1756e9ad7115cb6dfc7aca417a2230a5950d191b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2103.15203v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Graph database-based network security situation awareness data storage method

Xiaoling Tao, Yang Liu, Feng Zhao, Changsong Yang, Yong Wang
<span title="">2018</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a5gjzjadkzbirdua4xdqipotp4" style="color: black;">EURASIP Journal on Wireless Communications and Networking</a> </i> &nbsp;
To solve this problem, we propose a graph database-based hierarchical multi-domain network security situation awareness data storage method.  ...  Meanwhile, to unify our storage mode, we also define network security situation awareness data storage rules and methods based on graph database.  ...  In their scheme, they applied a graph database to store and process social network information, and they use Neo4j to implement social network real-time recommendation system. Recently, Gu et al.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s13638-018-1309-9">doi:10.1186/s13638-018-1309-9</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/l2zhavms3nckphse6om3fdkmi4">fatcat:l2zhavms3nckphse6om3fdkmi4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200214213933/https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-018-1309-9" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/64/22/6422f4b9e3bedf585170bffc7105ffe2061e87ae.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s13638-018-1309-9"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a>

A Survey on Embedding Dynamic Graphs [article]

Claudio D. T. Barros, Matheus R. F. Mendonça, Alex B. Vieira, Artur Ziviani
<span title="2021-07-22">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We introduce the formal definition of dynamic graph embedding, focusing on the problem setting and introducing a novel taxonomy for dynamic graph embedding input and output.  ...  We further explore different dynamic behaviors that may be encompassed by embeddings, classifying by topological evolution, feature evolution, and processes on networks.  ...  Artur was a brilliant researcher and dedicated advisor.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2101.01229v2">arXiv:2101.01229v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lqjkkksn45g7beizhcstakf6ry">fatcat:lqjkkksn45g7beizhcstakf6ry</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210724122019/https://arxiv.org/pdf/2101.01229v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/47/d9/47d94e480681e2bb35f79ecf2620ea2e5e1904ad.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2101.01229v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Structure-oriented prediction in complex networks

Zhuo-Ming Ren, An Zeng, Yi-Cheng Zhang
<span title="">2018</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jpqyz5yp6vdibnpfaxmvgvtise" style="color: black;">Physics reports</a> </i> &nbsp;
preferential diffusion [45, 46] , hybrid diffusion [47] , direct random walks method based on CF [153] , hypergraph model with social tag [154, 155] , multilinear interactive matrix factorization  ...  Node centrality measurements are based on characterizing the network topology structure in a certain perspective.  ...  Based on the concept of complex networks, we will review the recent advance of economic complexity.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.physrep.2018.05.002">doi:10.1016/j.physrep.2018.05.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/osv22m53ajbrdplecabirkvtcm">fatcat:osv22m53ajbrdplecabirkvtcm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190426221304/http://doc.rero.ch/record/323483/files/zha_soo.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/bf/a0/bfa06a741746076de67fce2bf3b5c728aaaf2792.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.physrep.2018.05.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Social recommender systems for web 2.0 folksonomies

Stefan Siersdorfer, Sergej Sizov
<span title="">2009</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rlbme3lpqzcqnmggrcv27szery" style="color: black;">Proceedings of the 20th ACM conference on Hypertext and hypermedia - HT &#39;09</a> </i> &nbsp;
Our objective is to construct social recommender systems that predict the utility of items, users, or groups based on the multi-dimensional social environment of a given user.  ...  Based on this model we introduce recommendation mechanisms for content sharing frameworks.  ...  We describe related work on Web 2.0 folksonmies, social networks and recommender systems in Section 2.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1557914.1557959">doi:10.1145/1557914.1557959</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ht/SiersdorferS09.html">dblp:conf/ht/SiersdorferS09</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ue3v4fqo4fe5ljxrebtmjaisom">fatcat:ue3v4fqo4fe5ljxrebtmjaisom</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170316145022/http://www.l3s.de/~siersdorfer/sources/2009/p261-siersdorfer.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7f/da/7fdac6c12aed018d2b28bcdc533e4e7c33cc95c8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1557914.1557959"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Big networks: A survey

Hayat Dino Bedru, Shuo Yu, Xinru Xiao, Da Zhang, Liangtian Wan, He Guo, Feng Xia
<span title="">2020</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/x3ibtg2oifh47c73tgo66gjrw4" style="color: black;">Computer Science Review</a> </i> &nbsp;
A network is a typical expressive form of representing complex systems in terms of vertices and links, in which the pattern of interactions amongst components of the network is intricate.  ...  Big networks are generally in large-scale with a complicated and higher-order inner structure.  ...  There are different approaches to design a recommendation method, such as content-based filtering, collaborative-filtering, and hybrid-filtering [141] . • Content-based filtering: Recommendation methods  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.cosrev.2020.100247">doi:10.1016/j.cosrev.2020.100247</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pmuxvvbprnc4jcy3gqmrjyf4tq">fatcat:pmuxvvbprnc4jcy3gqmrjyf4tq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200812041826/https://arxiv.org/pdf/2008.03638v1.pdf" title="fulltext PDF download [not primary version]" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <span style="color: #f43e3e;">&#10033;</span> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.cosrev.2020.100247"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Graph Neural Networks in IoT: A Survey [article]

Guimin Dong, Mingyue Tang, Zhiyuan Wang, Jiechao Gao, Sikun Guo, Lihua Cai, Robert Gutierrez, Bradford Campbell, Laura E. Barnes, Mehdi Boukhechba
<span title="2022-03-31">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Graph Neural Networks (GNNs), an emerging and fast-growing family of neural network models, can capture complex interactions within sensor topology and have been demonstrated to achieve state-of-the-art  ...  The Internet of Things (IoT) boom has revolutionized almost every corner of people's daily lives: healthcare, home, transportation, manufacturing, supply chain, and so on.  ...  For instance, location-based services and social networks (LBSNs), are enabled by smart mobiles and wearables, which improve personalized social recommendations [46] , location recommendations [297,  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2203.15935v2">arXiv:2203.15935v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jkqg5ukg5fezbewu5mr5hqsp4e">fatcat:jkqg5ukg5fezbewu5mr5hqsp4e</a> </span>
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Stacked Community Prediction: A Distributed Stacking-Based Community Extraction Methodology for Large Scale Social Networks

Christos Makris, Georgios Pispirigos
<span title="2021-03-12">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tdvcddxjjzfavkwy267ww7wn5m" style="color: black;">Big Data and Cognitive Computing</a> </i> &nbsp;
Specifically, using a distributed, stacking-based model, which is built on plain network topology characteristics of bootstrap sampled subgraphs, the underlined community hierarchy of any given social  ...  In this article, a novel, near-linear, and highly scalable community prediction methodology is introduced.  ...  Data Availability Statement: Data available in a publicly accessible repository that does not issue DOIs. Conflicts of Interest: The authors declare no conflict of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/bdcc5010014">doi:10.3390/bdcc5010014</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/c5pjovnro5ekvolkwpjdsj5xaq">fatcat:c5pjovnro5ekvolkwpjdsj5xaq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210410102115/https://res.mdpi.com/d_attachment/BDCC/BDCC-05-00014/article_deploy/BDCC-05-00014.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e0/95/e095c86f8bc3d6eea1ac5d1edbe8f5607b7ff782.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/bdcc5010014"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Graph Augmentation Learning [article]

Shuo Yu, Huafei Huang, Minh N. Dao, Feng Xia
<span title="2022-03-17">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Numerous GAL methods have been proposed for graph-based applications such as social network analysis and traffic flow forecasting.  ...  As a consequence, how to choose optimal graph augmentation strategy for a certain application scenario is still in black box.  ...  On the other hand, the universality is weaker than that of micro-level strategies. As a consequence, this kind of strategy is more popular in recommendation systems and neural language processing.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2203.09020v1">arXiv:2203.09020v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/72esohvrxbdzdlnahaa27pftqm">fatcat:72esohvrxbdzdlnahaa27pftqm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220321190840/https://arxiv.org/pdf/2203.09020v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8f/03/8f03cd0c0b9be21da1df950015ce148c2100c5b1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2203.09020v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>
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