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Prediction of Systemic Risk Contagion Based on a Dynamic Complex Network Model Using Machine Learning Algorithm

Jiannan Yu, Jinlou Zhao
<span title="2020-08-05">2020</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/y3fh56bfunh5fgneywwba6d4ke" style="color: black;">Complexity</a> </i> &nbsp;
We also use machine learning techniques to identify the synthetic features of the network.  ...  In this paper, we develop an innovative complex network approach to simulate an interbank network with systemic risk contagion that takes into account the balance sheet of each bank, from which we can  ...  Acknowledgments is work was supported by the National Natural Science Foundation of China (Grant no. 71271062).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2020/6035372">doi:10.1155/2020/6035372</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nvf2g7hpbbehll7jw5lehgitgi">fatcat:nvf2g7hpbbehll7jw5lehgitgi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200812011747/http://downloads.hindawi.com/journals/complexity/2020/6035372.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/a5/96/a5963cab8b7c104afc21ec3914b2e5cdd3dba4f4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2020/6035372"> <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>

MACHINE LEARNING METHODS FOR SYSTEMIC RISK ANALYSIS IN FINANCIAL SECTORS

Gang Kou, Xiangrui Chao, Yi Peng, Fawaz E. Alsaadi, Enrique Herrera-Viedma
<span title="2019-05-29">2019</span> <i title="Vilnius Gediminas Technical University"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2fzzrhlwsraita5puh22minmby" style="color: black;">Technological and Economic Development of Economy</a> </i> &nbsp;
Machine learning methods study the mechanisms of outbreak and contagion of systemic risk in the financial network and improve the current regulation of the financial market and industry.  ...  Trying to detect and respond to systemic risk with growing amounts of data produced in financial markets and systems, a lot of researchers have increasingly employed machine learning methods.  ...  Acknowledgements This research has been partially supported by grants from the National Natural Science Foundation of China (#U1811462, #71874023, #71771037, #71725001, and #71433001).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3846/tede.2019.8740">doi:10.3846/tede.2019.8740</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jm63z7ut5rhkzi2ezh62j3vcj4">fatcat:jm63z7ut5rhkzi2ezh62j3vcj4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200210161001/https://journals.vgtu.lt/index.php/TEDE/article/download/8740/8400" 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/09/76/0976ccb8a14eadd580de86dea8bd40a34f75da04.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3846/tede.2019.8740"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Intelligent data aggregation inspired paradigm and approaches in IoT applications

Xiaohui Yuan, Mohamed Elhoseny
<span title="2019-01-29">2019</span> <i title="IOS Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5232pusig5eapbukawp5py2bk4" style="color: black;">Journal of Intelligent &amp; Fuzzy Systems</a> </i> &nbsp;
The special issue aims at presenting a collection of high-quality research papers on the state-of-the-art in the smart data aggregation and routing techniques.  ...  computations/data in the context of IoT applications.  ...  Article [37] analyzed the of banking systemic risk contagion by introduced the network dynamic time-variant contagion kinetics model, which archived a significant system performance improvement.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3233/jifs-179057">doi:10.3233/jifs-179057</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zgb7s2klpfbylbcpapkiqhslqe">fatcat:zgb7s2klpfbylbcpapkiqhslqe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200505093947/https://content.iospress.com/download/journal-of-intelligent-and-fuzzy-systems/ifs179057?id=journal-of-intelligent-and-fuzzy-systems%2Fifs179057" 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/18/f7/18f7fecb89ef15430b332c18e80ff6cb191f420c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3233/jifs-179057"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Data science and AI in FinTech: An overview [article]

Longbing Cao, Qiang Yang, Philip S. Yu
<span title="2021-07-20">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
blockchain, and the DSAI techniques including complex system methods, quantitative methods, intelligent interactions, recognition and responses, data analytics, deep learning, federated learning, privacy-preserving  ...  Here, we present a highly dense research overview of smart financial businesses and their challenges, the smart FinTech ecosystem, the DSAI techniques to enable smart FinTech, and some research directions  ...  Federated learning offers a decentralized method to train a machine learning model based on multi-party's data in a secure and privacy-preserving manner.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2007.12681v2">arXiv:2007.12681v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jntzuwaktjg2hmmjypi5lvyht4">fatcat:jntzuwaktjg2hmmjypi5lvyht4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210725085133/https://arxiv.org/ftp/arxiv/papers/2007/2007.12681.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/e5/7f/e57f360d4ffd1d3aa1dfbcc92d35b506f46f3afd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2007.12681v2" 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>

The State of the Art of Data Mining Algorithms for Predicting the COVID-19 Pandemic

Keila Vasthi Cortés-Martínez, Hugo Estrada-Esquivel, Alicia Martínez-Rebollar, Yasmín Hernández-Pérez, Javier Ortiz-Hernández
<span title="2022-05-23">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/snp4qy45wbcu3bcifcnyqqg54m" style="color: black;">Axioms</a> </i> &nbsp;
This research provides a comprehensive study of various data mining algorithms that are used in conjunction with epidemiological prediction models.  ...  of contagion in a viral disease such as COVID-19.  ...  Prediction with Machine Learning and/or Data Mining Algorithms Today, there is growing interest in the use of machine learning techniques to explain and predict the dynamics of COVID-19.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/axioms11050242">doi:10.3390/axioms11050242</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dkktgqyw4zdfhlg5z7lbytw7li">fatcat:dkktgqyw4zdfhlg5z7lbytw7li</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220525003916/https://mdpi-res.com/d_attachment/axioms/axioms-11-00242/article_deploy/axioms-11-00242.pdf?version=1653289276" 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/37/e8/37e89d9acf9fd639b9719f5f180eaaaab641550b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/axioms11050242"> <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>

Predicting Covid-19 Trajectory Using Machine Learning

Zainab Abbas Abdulhussein Alwaeli, Abdullahi Abdu Ibrahim
<span title="2020-10-22">2020</span> <i title="IEEE"> 2020 4th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT) </i> &nbsp;
Deep Learning Deep learning is a subfield of machine learning, which seeks to classify data using correlational algorithms.  ...  and unstructured data with a high degree of complexity, which when combined With AI algorithms, they allow predictions based on historical patterns and feedback loops, among others.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ismsit50672.2020.9255149">doi:10.1109/ismsit50672.2020.9255149</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cyrer7vldjddjfoinfv52m5f3u">fatcat:cyrer7vldjddjfoinfv52m5f3u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210429150331/https://ieeexplore.ieee.org/ielx7/9254214/9254218/09255149.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/1a/46/1a46c4b0d573f631481b9e99811723069cd4979c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ismsit50672.2020.9255149"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Data science and AI in FinTech: an overview

Longbing Cao, Qiang Yang, Philip S. Yu
<span title="2021-08-05">2021</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7xomsiq24ffadenkh4qzgc75tm" style="color: black;">International Journal of Data Science and Analytics</a> </i> &nbsp;
blockchain, and the DSAI techniques including complex system methods, quantitative methods, intelligent interactions, recognition and responses, data analytics, deep learning, federated learning, privacy-preserving  ...  Here, we present a highly dense research overview of smart financial businesses and their challenges, the smart FinTech ecosystem, the DSAI techniques to enable smart FinTech, and some research directions  ...  Federated learning offers a decentralized method to train a machine learning model based on multi-party's data in a secure and privacy-preserving manner.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s41060-021-00278-w">doi:10.1007/s41060-021-00278-w</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4qo3swacjbaaxh56p5bvhmjzqa">fatcat:4qo3swacjbaaxh56p5bvhmjzqa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210809213434/http://link.springer.com/content/pdf/10.1007/s41060-021-00278-w.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/4e/1f/4e1f3caacb1234c776761e030fd7cd4f5d60dab3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s41060-021-00278-w"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Network Resilience and Assessment of the Credit Granting Policy

Anna Grazia Quaranta, Els Heinsalu, Marco Patriarca, Francesca Pampurini
<span title="">2020</span> <i title="Center for Promoting Ideas"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/gpjcdgrpbbcyxfyuimjlw2apja" style="color: black;">International Journal of Business and Social Science</a> </i> &nbsp;
In the credit risk context, the dynamics of contagion are extremely important because the problems of a firm may be transferred to the entire bank customers 'network, causing a chain of defaults.  ...  , the difficulties of one firm can produce negative effects on the others via a contagion mechanism, and give useful information to assess the quality of the credit granting policy.  ...  Network Resilience and Assessment of the Credit Granting Policy  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.30845/ijbss.v11n8p5">doi:10.30845/ijbss.v11n8p5</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qi6uuoxwqvc3nmitqtef3sme4q">fatcat:qi6uuoxwqvc3nmitqtef3sme4q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201211155230/http://ijbssnet.com/journals/Vol_11_No_8_August_2020/5.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/92/d8/92d8039d60f145fe3dbe11aa9037950b6c90bf44.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.30845/ijbss.v11n8p5"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

AI in Finance: Challenges, Techniques and Opportunities [article]

Longbing Cao
<span title="2021-07-20">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We then structure and illustrate the data-driven analytics and learning of financial businesses and data.  ...  The landscapes and challenges of financial businesses and data are firstly outlined, followed by a comprehensive categorization and a dense overview of the decades of AI research in finance.  ...  formation and influence propagation and contagion in EcoFin systems by modeling such systems as complex social or information networks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2107.09051v1">arXiv:2107.09051v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/g62cz4dqt5dcrbckn4lbveat3u">fatcat:g62cz4dqt5dcrbckn4lbveat3u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210725085857/https://arxiv.org/ftp/arxiv/papers/2107/2107.09051.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/6a/85/6a85586fb2c87f303f2da32ba5f1863db2a31072.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2107.09051v1" 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>

A network percolation-based contagion model of flood propagation and recession in urban road networks

Chao Fan, Xiangqi Jiang, Ali Mostafavi
<span title="2020-08-10">2020</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tnqhc2x2aneavcd3gx5h7mswhm" style="color: black;">Scientific Reports</a> </i> &nbsp;
The spread of floodwaters in urban networks is a complex spatial-temporal phenomenon.  ...  We integrated the flood contagion model with the network percolation process in which the probability of flooding of a road segment depends on the degree to which the nearby road segments are flooded.  ...  Gulf Research Program Early-Career Research Fellowship, the Amazon Web Services (AWS) Machine Learning Award.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41598-020-70524-x">doi:10.1038/s41598-020-70524-x</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32778733">pmid:32778733</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fkpll3c5ajgplb5hgpatpe3tr4">fatcat:fkpll3c5ajgplb5hgpatpe3tr4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201108073900/https://www.nature.com/articles/s41598-020-70524-x.pdf?error=cookies_not_supported&amp;code=012e5d0a-685b-436c-88e0-89d5127bd01b" 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/5a/80/5a80ec0b514febd4daacf860d79539dbb5000590.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41598-020-70524-x"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A Network Percolation-based Contagion Model of Flood Propagation and Recession in Urban Road Networks [article]

Chao Fan, Xiangqi Jiang, Ali Mostafavi
<span title="2020-04-07">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The evolution of floods within networks can be captured based on three macroscopic characteristics-flood propagation rate (β), flood incubation rate (α), and recovery rate (μ)-in a system of ordinary differential  ...  The spread of floodwaters in urban networks is a complex spatial-temporal phenomenon.  ...  Unlike hydrodynamic models and machine learning models that rely on significant data and computational resources, the proposed mathematical model provides a simple but powerful tool for predicting the  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.03552v1">arXiv:2004.03552v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cniol4nbbvgu5hdw522mcddi2m">fatcat:cniol4nbbvgu5hdw522mcddi2m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200409221837/https://arxiv.org/pdf/2004.03552v1.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] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.03552v1" 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>

The role of sensors, big data and machine learning in modern animal farming

Suresh Neethirajan
<span title="">2020</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/bgr7k75c6regpltwtgaugy7q6a" style="color: black;">Sensing and Bio-Sensing Research</a> </i> &nbsp;
More specifically, this paper explores the role of sensors, big data, artificial intelligence and machine learning in helping animal farmers to lower production costs, increase efficiencies, enhance animal  ...  At a broader level, this paper explores the challenges and opportunities that sensor technologies present in terms of helping animal farmers produce more meat and animal products.  ...  Mechanistic models, sensors, big data & advanced algorithms We use mechanistic models to elucidate causality in complex systems.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.sbsr.2020.100367">doi:10.1016/j.sbsr.2020.100367</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gu33jpez6vbvvexay373b6s7ti">fatcat:gu33jpez6vbvvexay373b6s7ti</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200806171308/https://pdf.sciencedirectassets.com/287271/1-s2.0-S2214180420X00031/1-s2.0-S2214180420301343/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEBEaCXVzLWVhc3QtMSJHMEUCIG30UBAYudoUQM9WWnl9zNJOOTrC6YkfVXIb%2BEBitNZZAiEAoqiIi4uiA7C4iSmUzd26pHqBrBeviaCHcl2Jw7gICo8qvQMI2f%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FARADGgwwNTkwMDM1NDY4NjUiDDCr0ZT6qlskixPVACqRA1%2BGiimd7CN9%2Flrq%2FddTWUIU4nxhbUNbwmDtlr7WqrKQrTdImlklc5J8ER0sYxukNoTRFhSkCRC%2BOVjwRuuMrB8naxGV64Owi8AK7wr9lT%2FxHGQUSY2A1%2BgDyKYdQNfy47sBTsex4KvXHDCfcZaP4FElmdPz9u%2BK%2F8UTFb8bozSL0B%2FVCNlwPuBcIIpxDXl1uTTfhKk7rQqMcK1ETYVadhOg32Mucr6D3lP3Hf5KZXshjoQmSBPqFBIG%2FHTy4BJR2iUgY4pQM86eLQlRscLONcdAk1ToTOaqwRMdh64j%2BkfhFe4ClnRPYrBl45eKDO6bfk3crLM2GhS7hpvz9FV3BdyF4uYRwsPggA9isi0DPbdgbh0hx9EDJZnOX2KiM8kuABIGLERdd0X35b%2FeqWspyWPsy9twVZEItVsmQs9pg5TuC%2B5ppwZr4ekxIPIdx1lZ42qfbqt%2BhwMPCo07qqJZ2qamfpCaGOPn9ghMIGfL%2B8hx%2F3M20aFRQrBP4%2F40LNMwMxOADUYz1DacItReXjwiLCQeMKTXsPkFOusBn8kRTGLC7HgGJybRVv8whLmYMbNR93QBlk8keKsqQqsWP3ngv7fO9qqYmDenV%2BFZ5Zz%2F4DV7qm%2BVWhp9xz%2FOXh1Fj%2BUaxI55prshZ%2Blqg6Ka5N1MAe9spSwq0%2BFvX%2Fto6vndUPvuEGylAQ65IIiH1MNtvNyW1V4dfA4k5Z8%2Bd4Dq2RklfwLha0z5S56c4AukjJfRc0Y9Y33oNBEwhJumg0lyAy7CF90wVCrAUO6V%2Bfhvri%2B%2FdB%2FPy%2BaI3FcCf%2FwslD4Nw%2B8%2F8AfJBna4TyklzU3jSoyJFcYCjIUccUdXVMgzAvjPTD87VEoHaQ%3D%3D&amp;X-Amz-Algorithm=AWS4-HMAC-SHA256&amp;X-Amz-Date=20200806T171259Z&amp;X-Amz-SignedHeaders=host&amp;X-Amz-Expires=300&amp;X-Amz-Credential=ASIAQ3PHCVTYXST3GIOK%2F20200806%2Fus-east-1%2Fs3%2Faws4_request&amp;X-Amz-Signature=f06ab0e2e0e8b51cd7bc93d0891ca906fe556172e4dfa69d4998dcf9b1a831e9&amp;hash=0fa31bb2bdaa77c93bf22dda2466cf58cfda94f8d904cbeabef7bfb3860b5976&amp;host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&amp;pii=S2214180420301343&amp;tid=spdf-085648e5-464a-44f6-8a1a-fbcb9b3c6bf7&amp;sid=f7a9f9893c2dd04dcf999c753bac03d74856gxrqa&amp;type=client" 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/fb/95/fb95af34f6c4dda11e69ea52a7466e67714026ea.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.sbsr.2020.100367"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> elsevier.com </button> </a>

Systemic risk management and investment analysis with financial network analytics: research opportunities and challenges

Daning Hu, Gerhard Schwabe, Xiao Li
<span title="2015-06-09">2015</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fbo3kqq2t5cetjcpypcwevp5yq" style="color: black;">Financial Innovation</a> </i> &nbsp;
Such a system largely relies on the interconnectedness of various financial entities such as banks, firms, and investors through complex financial relationships such as interbank payment networks, investment  ...  A network-based perspective or approach is needed to study various financial networks in order to improve or extend financial theories, as well as develop business applications.  ...  Acknowledgement This research was partially supported by Department of informatics, Faculty of Economics, Business Administration and Information Technology, University of Zurich.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40854-015-0001-x">doi:10.1186/s40854-015-0001-x</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e4lhqph7dbhw5ogimc7s5hslve">fatcat:e4lhqph7dbhw5ogimc7s5hslve</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808161905/https://jfin-swufe.springeropen.com/track/pdf/10.1186/s40854-015-0001-x?site=jfin-swufe.springeropen.com" 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/55/ab/55ab36aeb8c8c61268022b387c6010190d4b05b8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40854-015-0001-x"> <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>

Bio-Inspired ICT for Big Data Management in Healthcare [chapter]

Alessandro Di Stefano, Aurelio La Corte, Pietro Lió, Marialisa Scatá
<span title="2015-09-22">2015</span> <i title="Springer International Publishing"> Studies in Big Data </i> &nbsp;
the connectedness and social contagion processes.  ...  Following a bio-inspired approach to ICT, we can relate Big Data and the data intensive computing issues in the future vision of a smart healthcare.  ...  Building network-based predictive models could allow to predict the occurrence of perturbations and could be a very important support system for clinicians, suggesting the definition of protocols aimed  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-23742-8_1">doi:10.1007/978-3-319-23742-8_1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ulinqn4n6vggdk7d5dk3w5ktr4">fatcat:ulinqn4n6vggdk7d5dk3w5ktr4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190225164352/http://pdfs.semanticscholar.org/653f/e31e0330644a128e838e41d6bdbfc5a5ddf9.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/65/3f/653fe31e0330644a128e838e41d6bdbfc5a5ddf9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-23742-8_1"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Predicting Bank Failures: A Synthesis of Literature and Directions for Future Research

Li Xian Liu, Shuangzhe Liu, Milind Sathye
<span title="2021-10-08">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6lgjjxyslvc5dad6vnqucsvtbi" style="color: black;">Journal of Risk and Financial Management</a> </i> &nbsp;
This paper investigates the machine-learning and statistical techniques used in the literature on bank failure prediction.  ...  Machine-learning-based models are increasingly becoming popular due to their significant predictive ability. The paper also suggests the directions for future research.  ...  Tam (1991) believes a neural network is a learning process when given a collection of failed and nonfailed banks, and a network is trained by using a learning algorithm so that the resultant network not  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/jrfm14100474">doi:10.3390/jrfm14100474</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xv2vymjikrhydcqhv2giftstnu">fatcat:xv2vymjikrhydcqhv2giftstnu</a> </span>
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