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Inferring users' preferences through leveraging their social relationships [article]

Xiaofang Deng, Leilei Wu, Xiaolong Ren, Chunxiao Jia, Yuansheng Zhong, Linyuan Lü
<span title="2017-11-28">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we integrate the individual's social relationships into recommender systems and propose a new method, called Social Mass Diffusion (SMD), based on a mass diffusion process in the combined  ...  network of users' social network and user-item bipartite network.  ...  will be evenly distributed to his/her friends (i.e., one-step diffusion on user-user social network).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1711.10399v1">arXiv:1711.10399v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/al5hpjdhfvf4rlu6fxembiwrmu">fatcat:al5hpjdhfvf4rlu6fxembiwrmu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200902115458/https://arxiv.org/pdf/1711.10399v1.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/46/5e/465e53f4946f2b7ce90ed82a0dfdff5738063bd1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1711.10399v1" 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>

Dynamical Modeling, Analysis, and Control of Information Diffusion over Social Networks

Chenquan Gan, Qingyi Zhu, Wei Wang, Jianxin Li
<span title="">2021</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3s4wom7forhp3klujcroiocrpi" style="color: black;">Discrete Dynamics in Nature and Society</a> </i> &nbsp;
Acknowledgments e editors are very grateful to all of the authors for their outstanding contributions in this field and the reviewers for their valuable comments on the evaluation of the papers during  ...  over social networks.  ...  Wang et al. focused on the influence of network structural preference perturbation through deletion on link prediction. Q.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/9815653">doi:10.1155/2021/9815653</a> <a target="_blank" rel="external noopener" href="https://doaj.org/article/8cb6466decf742979e6ce71666e056bf">doaj:8cb6466decf742979e6ce71666e056bf</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/awn7withnvcx7bojpve2qhzbqe">fatcat:awn7withnvcx7bojpve2qhzbqe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220313180815/https://downloads.hindawi.com/journals/ddns/2021/9815653.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/ff/d0/ffd06e5c41ca7ad19dfd7a858e3538a7f7ccd84e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/9815653"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

A Reinforcement Learning Approach to Strategic Belief Revelation with Social Influence

Patrick Shepherd, Judy Goldsmith
<span title="2020-04-03">2020</span> <i title="Association for the Advancement of Artificial Intelligence (AAAI)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wtjcymhabjantmdtuptkk62mlq" style="color: black;">PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE</a> </i> &nbsp;
The study of social networks has increased rapidly in the past few decades. Of recent interest are the dynamics of changing opinions over a network.  ...  Some research has investigated how interpersonal influence can affect opinion change, how to maximize/minimize the spread of opinion change over a network, and recently, if/how agents can act strategically  ...  Most opinion diffusion research assumes that the edges on a network do not change over time, but we allow network evolution by two means: a) agents may choose to sever edges to others, and b) at each time  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aaai.v34i10.7139">doi:10.1609/aaai.v34i10.7139</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kkul57ddljfanozjbdlzwxcrw4">fatcat:kkul57ddljfanozjbdlzwxcrw4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201103144718/https://aaai.org/ojs/index.php/AAAI/article/download/7139/6993" 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/54/db/54dbd380da40b48ac700255e735177b234c40dff.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aaai.v34i10.7139"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

New Models and Methods for Formation and Analysis of Social Networks [article]

Swapnil Dhamal
<span title="2017-06-28">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This doctoral work focuses on three main problems related to social networks: (1) Orchestrating Network Formation: We consider the problem of orchestrating formation of a social network having a certain  ...  individuals to be targeted for initiating the diffusion process. (3) Scalable Preference Aggregation: It is extremely useful to determine a small number of representatives of a social network such that  ...  A Study to Demonstrate Efficacy of Two-phase Diffusion In this section, we study how much improvement one can expect by diffusing information in two phases over a social network, even with the simplest  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1706.09310v1">arXiv:1706.09310v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gd2jxhuqzfdotmiq5anoon4vm4">fatcat:gd2jxhuqzfdotmiq5anoon4vm4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200823011236/https://arxiv.org/pdf/1706.09310v1.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/15/a2/15a2393c4f061deb6295f32a73d0655af606cb38.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1706.09310v1" 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>

Steering Information Diffusion Dynamically against User Attention Limitation

Shuyang Lin, Qingbo Hu, Fengjiao Wang, Philip S. Yu
<span title="">2014</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/gckg3mzs4fhxhbrvmbsa54bccm" style="color: black;">2014 IEEE International Conference on Data Mining</a> </i> &nbsp;
In this paper, we study the diffusion of information from the perspective of social network websites.  ...  As viral marketing in online social networks flourishes recently, a lot of attention has been drawn to the study of influence maximization in social networks.  ...  The control of social network websites over the diffusion processes is crucial for the optimization of viral marketing. However, few existing works studied this topic.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icdm.2014.131">doi:10.1109/icdm.2014.131</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icdm/LinHWY14.html">dblp:conf/icdm/LinHWY14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cwamndsilzaudpnb3gdfn2tbiu">fatcat:cwamndsilzaudpnb3gdfn2tbiu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809004743/https://www.cs.uic.edu/~slin/assets/Lin_ICDM2014.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/b6/c3/b6c342c547a15b63b4eb2a1945c5127263bca580.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icdm.2014.131"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

A Neural Influence Diffusion Model for Social Recommendation [article]

Le Wu, Peijie Sun, Yanjie Fu, Richang Hong, Xiting Wang, Meng Wang
<span title="2019-04-20">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
As social influence recursively propagates and diffuses in the social network, each user's interests change in the recursive process.  ...  With the emergence of online social networks, social recommender systems have been proposed to utilize each user's local neighbors' preferences to alleviate the data sparsity for better user embedding  ...  preference in the global social network.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1904.10322v1">arXiv:1904.10322v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hyo2gnvjznejheoc63hojpor3q">fatcat:hyo2gnvjznejheoc63hojpor3q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200903002423/https://arxiv.org/pdf/1904.10322v1.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/a5/fb/a5fba646ecf01374dac7c80e7d7fa6fd6befe365.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1904.10322v1" 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>

Optimization of coupling and global collapse in diffusively coupled socio-ecological resource exploitation networks [article]

Tanja Holstein, Marc Wiedermann, Jürgen Kurths
<span title="2020-10-26">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
For this purpose we utilize an adaptation of a previously proposed conceptual bilayer network model composed of an ecological network of diffusively coupled resources co-evolving with a social network  ...  We derive an optimal coupling strength that prevents a collapse in as many resources as possible if one assumes that the agents' strategies remain constant over time.  ...  One network layer corresponds to the social network G S and the other to the stock network G R .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2010.13466v1">arXiv:2010.13466v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/csgykcx3ungldjwv36g233egc4">fatcat:csgykcx3ungldjwv36g233egc4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201030203252/https://arxiv.org/pdf/2010.13466v1.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/bb/b3/bbb311344b8603df9d32389bd6f6f3cc0d67c778.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2010.13466v1" 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>

New objective functions for social collaborative filtering

Joseph Noel, Scott Sanner, Khoi-Nguyen Tran, Peter Christen, Lexing Xie, Edwin V. Bonilla, Ehsan Abbasnejad, Nicolas Della Penna
<span title="">2012</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/s4hirppq3jalbopssw22crbwwa" style="color: black;">Proceedings of the 21st international conference on World Wide Web - WWW &#39;12</a> </i> &nbsp;
Unlike standard CF algorithms using relatively simple user and item features, recommendation in social networks poses the more complex problem of learning user preferences from a rich and complex set of  ...  This paper examines the problem of social collaborative filtering (CF) to recommend items of interest to users in a social network setting.  ...  based on evidence from the social network.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2187836.2187952">doi:10.1145/2187836.2187952</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/www/NoelSTCXBAP12.html">dblp:conf/www/NoelSTCXBAP12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2tmlwhnvsvffnofx7jggdmkhpa">fatcat:2tmlwhnvsvffnofx7jggdmkhpa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809004329/http://users.cecs.anu.edu.au/~xlx/papers/www12.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/3f/14/3f141383e405d2611864efa19fb887ec58a374a8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2187836.2187952"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Yaari's Lifecycle Model in the 21st Century: Consumption Under a Stochastic Force of Mortality

Moshe A. Milevsky, Huang Huaxiong, Tom S. Salisbury
<span title="">2011</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tol7woxlqjeg5bmzadeg6qrg3e" style="color: black;">Social Science Research Network</a> </i> &nbsp;
We extend the classical lifecycle model (LCM) of consumption over a random-length lifecycle (a.k.a. the Yaari model) to a world in which (i.) the force of mortality obeys a diffusion process as opposed  ...  In addition to deriving (and numerically solving) the PDE for the optimal consumption function, our main theoretical result is that when utility preferences are logarithmic the initial consumption rates  ...  We extend the classical lifecycle model (LCM) of consumption over a random-length lifecycle (a.k.a. the Yaari model) to a world in which (i.) the force of mortality obeys a diffusion process as opposed  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2139/ssrn.1816632">doi:10.2139/ssrn.1816632</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/22s4sqizl5bytjuha4p4ze35xa">fatcat:22s4sqizl5bytjuha4p4ze35xa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20121018172518/http://www.cass.city.ac.uk:80/__data/assets/pdf_file/0008/112976/Moshe-Milevsky.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/dc/a7/dca7f68b75792fbf589f9bf00b2a7626e6f8ab61.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2139/ssrn.1816632"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ssrn.com </button> </a>

Modeling information diffusion over social networks for temporal dynamic prediction

Dong Li, Zhiming Xu, Yishu Luo, Sheng Li, Anika Gupta, Katia Sycara, Shengmei Luo, Lei Hu, Hong Chen
<span title="">2013</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6g37zvjwwrhv3dizi6ffue642m" style="color: black;">Proceedings of the 22nd ACM international conference on Conference on information &amp; knowledge management - CIKM &#39;13</a> </i> &nbsp;
Therefore, information diffusion also can be regarded as user action diffusion. Diffusion models have been used to explain and simulate how information is diffused over social networks.  ...  Although the preferences of the user change over time, such changes are usually slow. In the current online social networks, information spreads quickly.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2505515.2507823">doi:10.1145/2505515.2507823</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/cikm/LiXLLGSLHC13.html">dblp:conf/cikm/LiXLLGSLHC13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o6nzipz45je2bovgbdexrm3rky">fatcat:o6nzipz45je2bovgbdexrm3rky</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200307183047/https://pureadmin.qub.ac.uk/ws/files/128739460/tkde_HZ.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/a9/e4/a9e4780f93a3a6c97c57fc7ed5e8e7a8e4cd9140.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2505515.2507823"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Modeling Information Diffusion over Social Networks for Temporal Dynamic Prediction

Dong Li, Shengping Zhang, Xin Sun, Huiyu Zhou, Sheng Li, Xuelong Li
<span title="2017-09-01">2017</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;
Therefore, information diffusion also can be regarded as user action diffusion. Diffusion models have been used to explain and simulate how information is diffused over social networks.  ...  Although the preferences of the user change over time, such changes are usually slow. In the current online social networks, information spreads quickly.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tkde.2017.2702162">doi:10.1109/tkde.2017.2702162</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/onrofzlsabdrnmteddaenfgnzm">fatcat:onrofzlsabdrnmteddaenfgnzm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190429131817/https://pure.qub.ac.uk/ws/files/128739460/tkde_HZ.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/07/55/0755aae9edc851483605dd8b6012b12c0c3f4faf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tkde.2017.2702162"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

D2D-LSTM based Prediction of the D2D Diffusion Path in Mobile Social Networks [article]

Hao Xu
<span title="2019-09-28">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this work, we propose D2D Long Short-Term Memory (D2D-LSTM), a deep neural network based on LSTM, which is designed to predict a complete D2D diffusion path.  ...  Our work is the first attempt in the world to use real data of MSN to predict diffusion path with deep neural networks which conforms to the D2D structure.  ...  ACKNOWLEDGMENT The preferred spelling of the word "acknowledgment" in America is without an "e" after the "g". Avoid the stilted expression "one of us (R. B. G.) thanks . . .". Instead, try "R. B.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1910.01453v1">arXiv:1910.01453v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/i62g6yedfvawfnlkjeqjegk63m">fatcat:i62g6yedfvawfnlkjeqjegk63m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200826220838/https://arxiv.org/pdf/1910.01453v1.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/23/91/2391ca4ba20fe4b3109a8a8d2af9d7cd38fd39c1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1910.01453v1" 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>

Mobile Social Big Data: WeChat Moments Dataset, Network Applications, and Opportunities [article]

Yuanxing Zhang, Zhuqi Li, Chengliang Gao, Kaigui Bian, Lingyang Song, Shaoling Dong, Xiaoming Li
<span title="2018-02-24">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We revisit three network applications based on the data analytics over WeChatNet, i.e., the information dissemination in mobile cellular networks, the network traffic prediction in backbone networks, and  ...  In parallel to the increase of various mobile technologies, the mobile social network (MSN) service has brought us into an era of mobile social big data, where people are creating new social data every  ...  According to a recent report from GWI on the daily time spent on social networks, people tend to spend more than two hours on social networking.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1710.07756v3">arXiv:1710.07756v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jw5t6fkhrfaj7mpbknxaz3zpu4">fatcat:jw5t6fkhrfaj7mpbknxaz3zpu4</a> </span>
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DiffNet++: A Neural Influence and Interest Diffusion Network for Social Recommendation [article]

Le Wu, Junwei Li, Peijie Sun, Richang Hong, Yong Ge, Meng Wang
<span title="2021-01-05">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Early approaches relied on utilizing each user's first-order social neighbors' interests for better user modeling and failed to model the social influence diffusion process from the global social network  ...  However, we argue that, as users play a central role in both user-user social network and user-item interest network, only modeling the influence diffusion process in the social network would neglect the  ...  With the development of social networks, users build social relationships and share their item preferences on these platforms.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2002.00844v4">arXiv:2002.00844v4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/c3ru4lxozfef7hovzgwojrxqt4">fatcat:c3ru4lxozfef7hovzgwojrxqt4</a> </span>
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Step Out of Your Comfort Zone: More Inclusive Content Recommendation for Networked Systems [article]

Jiaxin Wu, Supawit Chockchowwat
<span title="2021-06-19">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
One crucial task on the social network is to recommend new content based on special characteristics of the graph structure.  ...  Networked systems are widely applicable in real-world scenarios such as social networks, infrastructure networks, and biological networks.  ...  [22] to formulate an appropriate optimization model to recommend potential user-item connections based on social network or user-user interactions (Section 2).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.10408v1">arXiv:2106.10408v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tccfan6a6zgmthfciwg2q3lrmm">fatcat:tccfan6a6zgmthfciwg2q3lrmm</a> </span>
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