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Performance evaluation of trading strategies in multi-agent systems – Case of A-Trader

Marcin Hernes, Jerzy Korczak
<span title="2018-09-26">2018</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zbznsfsymfchdlmdsmo2bglth4" style="color: black;">Proceedings of the 2018 Federated Conference on Computer Science and Information Systems</a> </i> &nbsp;
The article presents the problem related to evaluation of Forex trading strategies in multi-agent systems.  ...  The ratios based on financial measures cannot be assumed to be only evaluation criteria because other aspects determining effectiveness of the strategies, such as, for instance, investment risk, statistics  ...  Next part of paper presents method for performance evaluation in A-Trader multi-agent system. III.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15439/2018f170">doi:10.15439/2018f170</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/fedcsis/HernesK18.html">dblp:conf/fedcsis/HernesK18</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ndibfrufnnarnbobbdqdzlgkb4">fatcat:ndibfrufnnarnbobbdqdzlgkb4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190428233717/https://annals-csis.org/proceedings/2018/drp/pdf/170.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/52/2f/522f76472aaf2e87c634879d874be53986ebab34.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15439/2018f170"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Design and evaluation of trading strategy in a-Trader system

Jerzy Korczak, Marcin Hernes, Maciej Bac
<span title="">2014</span> <i title="Wroclaw University of Economics"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zf43kgvebjhb3n72pv7uyvzbem" style="color: black;">Informatyka Ekonomiczna</a> </i> &nbsp;
The article presents an approach to the performance analysis of trading strategies in the a-Trader system. A-Trader supports investment decisions on the FOREX market.  ...  The first part of the article contains a description of the a-Trader system from the user viewpoint. Next, the algorithms of the selected agents' strategies are presented.  ...  Strategies based on artificial intelligence methods also function in the a-Trader system.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15611/ie.2014.3.07">doi:10.15611/ie.2014.3.07</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/erf7ziabqbbw3hdeqxtqvygedu">fatcat:erf7ziabqbbw3hdeqxtqvygedu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170817055430/http://yadda.icm.edu.pl/yadda/element/bwmeta1.element.desklight-916ad835-ea88-4a6d-b242-04ec93389cc7/c/BI_2014_3_33_88to101.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/42/bd/42bddbf5fc85d365f7ab2050bc3410144be0d128.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15611/ie.2014.3.07"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Performance evaluation of decision-making agents' in the multi-agent system

Jerzy Korczak, Marcin Hernes, Maciej Bac
<span title="2014-09-29">2014</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zbznsfsymfchdlmdsmo2bglth4" style="color: black;">Proceedings of the 2014 Federated Conference on Computer Science and Information Systems</a> </i> &nbsp;
The article presents the performance analysis issues of buy-sell decisions agents' in a-Trader system. The system allows for supporting of investment decision on FOREX market.  ...  The first part of article contains a description of a a-Trader system. Next, the algorithms of the selected buy-sell decision agents is presented.  ...  In order to solve this conflict a few strategies were implemented into the system: the strategy of dominating decisions, the strategy based on moving average, the consensus strategy, the evolution strategy  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15439/2014f188">doi:10.15439/2014f188</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/fedcsis/KorczakHB14.html">dblp:conf/fedcsis/KorczakHB14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q2v5cw64s5bkph3f6bekf66bda">fatcat:q2v5cw64s5bkph3f6bekf66bda</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180425010459/https://annals-csis.org/Volume_2/pliks/188.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/3d/6c/3d6c113df37bea65f594bf76829c8dbcd208183b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15439/2014f188"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

FinBrain: When Finance Meets AI 2.0 [article]

Xiaolin Zheng, Mengying Zhu, Qibing Li, Chaochao Chen, Yanchao Tan
<span title="2018-08-26">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
and robust decision making, and multi-agent game and mechanism design.  ...  We believe that these research directions can lay the foundation for the development of AI 2.0 in the finance field.  ...  We envision that future finance based on AI 2.0 is a finance of AI, where AI agents will become more rational than people when making decisions, and a multi-agent system of AIs will be the core component  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1808.08497v1">arXiv:1808.08497v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rg2xjtsu4bhelgzwo3ifggai4y">fatcat:rg2xjtsu4bhelgzwo3ifggai4y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200827101624/https://arxiv.org/ftp/arxiv/papers/1808/1808.08497.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/43/91/4391c43a59a9761c9c5465005399537b0695b916.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1808.08497v1" 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>

Fuzzy logic in the multi-agent financial decision support system

Jerzy Korczak, Marcin Hernes, Maciej Bac
<span title="2015-10-11">2015</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zbznsfsymfchdlmdsmo2bglth4" style="color: black;">Proceedings of the 2015 Federated Conference on Computer Science and Information Systems</a> </i> &nbsp;
The article presents the application of a fuzzy logic in building the trading agents of the a-Trader system. The system supports investment decisions on the FOREX market.  ...  Next, the algorithms of the selected fuzzy logic buy-sell decision agents are presented. In the last part of the article the agent performance is evaluated on real FOREX data.  ...  JERZY KORCZAK, MARCIN HERNES, MACIEJ BAC: FUZZY LOGIC IN THE MULTI-AGENT FINANCIAL DECISION SUPPORT SYSTEM  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15439/2015f155">doi:10.15439/2015f155</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/fedcsis/KorczakHB15.html">dblp:conf/fedcsis/KorczakHB15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/eay4gpu5fve4xnhtjzjob2nyhm">fatcat:eay4gpu5fve4xnhtjzjob2nyhm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170810231840/https://annals-csis.org/proceedings/2015/pliks/155.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/05/7b/057b47b83541a34b2628a3f22159be1567861181.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15439/2015f155"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Guest Editorial Special Issue on Fuzzy Techniques in Financial Modeling and Simulation

A. Serguieva, H. Ishibuchi, R. R. Yager, V. P. Alade
<span title="">2017</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7dwepyc5xbc47narcaqganu4vu" style="color: black;">IEEE transactions on fuzzy systems</a> </i> &nbsp;
TRANSACTIONS ON FUZZY SYSTEMS, for accepting the proposal for this special issue and for his constant and effective support throughout the two years of putting the issue together.  ...  A. SERGUIEVA, Guest Editor  ...  Lin, Editor-in-Chief of the IEEE  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tfuzz.2017.2682542">doi:10.1109/tfuzz.2017.2682542</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hgo7djm3fzhonp5taaqnmspxjy">fatcat:hgo7djm3fzhonp5taaqnmspxjy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180723225434/https://ieeexplore.ieee.org/ielx7/91/7889062/07889091.pdf?tp=&amp;arnumber=7889091&amp;isnumber=7889062" 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/fa/fc/fafca070d0328bd809a33fe492e83082a5e7bcdf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tfuzz.2017.2682542"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Deep Learning for Financial Time Series Forecasting in A-Trader System

Jerzy Korczak, Marcin Hernes
<span title="2017-09-24">2017</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zbznsfsymfchdlmdsmo2bglth4" style="color: black;">Proceedings of the 2017 Federated Conference on Computer Science and Information Systems</a> </i> &nbsp;
The paper presents aspects related to developing methods for financial time series forecasting using deep learning in relation to multi-agent stock trading system, called A-Trader.  ...  On the basis of this model, an investment strategies in A-Trader system can be build. The first part of the paper briefly discusses a problem of financial time series on FOREX market.  ...  [17] have used deep learning methods to build deep a belief networks (DBN) based stock decision support system, with training and test data from S&P500.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15439/2017f449">doi:10.15439/2017f449</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/fedcsis/KorczakH17.html">dblp:conf/fedcsis/KorczakH17</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/umga7i5fq5ax7ejx77c3ahrkja">fatcat:umga7i5fq5ax7ejx77c3ahrkja</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180421191557/https://annals-csis.org/Volume_11/drp/pdf/449.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/42/b6/42b65c5c7ab05c8fae8f6b54a0da4bec08a40e1e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15439/2017f449"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Computational simulation and risk analysis: An introduction of state of the art research

Desheng Dash Wu, David L. Olson
<span title="">2013</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q5bfnofiffaoldjsebw7gavjjm" style="color: black;">Mathematical and computer modelling</a> </i> &nbsp;
In recent years, risk management and analysis has attracted a great deal of attention from both researchers and practitioners.  ...  Risks are studied from perspectives of different disciplines, with a discussion of how various methods and tools are used to optimize risk management.  ...  Agent-based supply chain risk management Artificial intelligence is often implemented through use of agent-based systems, having computers emulate human decision makers.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.mcm.2013.07.004">doi:10.1016/j.mcm.2013.07.004</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tbcvqky3endnda7lj6maqkkadq">fatcat:tbcvqky3endnda7lj6maqkkadq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150909203647/http://cbafiles.unl.edu/public/cbainternal/facStaffUploads/M&amp;CM2013.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/75/e1/75e15821124410aba61b49e1519f135727dbb7a6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.mcm.2013.07.004"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

A Decision Support Framework for Manufacturing Improvement and Relocation Prevention in Thailand: Supply Chain Perspective [article]

Napaporn Reeveerakul, Nopasit Chakpitak, Napat Harnpornchai, Abdelaziz Bouras
<span title="2018-10-31">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
A Multi Agent System (MAS) was suggested to enhance of the effective nteraction between supply chain' agents. It is in order to mitigate risks among them.  ...  In order to prevent further business relocation, this aper proposes an integrated framework based on the supply chain to help analyse decision making for plant situations and enhance manufacturing perrformance  ...  Toward a Multi-Agent System Model A Multi Agents System (MAS) is the system in which a number of intelligent agents interact with each other.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1810.13193v1">arXiv:1810.13193v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/g3dho5txcnecnn7xiec2bm7dma">fatcat:g3dho5txcnecnn7xiec2bm7dma</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200930134418/https://arxiv.org/ftp/arxiv/papers/1810/1810.13193.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/75/1a/751ac4bc32e2487a439b6ae17dcdd88fafe14e86.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1810.13193v1" 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>

Artificial Neural Networks and other AI Applications for Business Management Decision Support

Steven Walczak
<span title="">2016</span> <i title="IGI Global"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pm7dyp3u4jd5vjoawp3r2vtffa" style="color: black;">International Journal of Sociotechnology and Knowledge Development (IJSKD)</a> </i> &nbsp;
Artificial intelligence (AI) in general and artificial neural networks (ANN) in particular provide a tremendous amount of knowledge to improve managerial decision making.  ...  Further research that classifies leadership styles and the desired qualities of leaders is reviewed.  ...  When an organization makes sufficient profit that it is in a position to invest or be in the business of making investments for clients, then AI applications can maximize investment strategies for business  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4018/ijskd.2016100101">doi:10.4018/ijskd.2016100101</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xmju4q2tl5esxiqjhd7gwctzfy">fatcat:xmju4q2tl5esxiqjhd7gwctzfy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190305104133/http://pdfs.semanticscholar.org/d1c0/a6498c9a4a19d9d769bc156e1f50cf7ba4b5.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/d1/c0/d1c0a6498c9a4a19d9d769bc156e1f50cf7ba4b5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4018/ijskd.2016100101"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Text/Conference Paper

Ashreeta Prasanna, Sascha Holzhauer, Friedrich Krebs
<span title="">2019</span> <i title="Gesellschaft für Informatik e.V."> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/n2o7msrgfbc4vhulba452pgwru" style="color: black;">Jahrestagung der Gesellschaft für Informatik</a> </i> &nbsp;
In this paper, we discuss the requirements for coupling ML methods and ABM.  ...  The benefits and challenges related to such markets need to be identified, and agent-based modeling (ABM) is a useful method to conduct simulation experiments with different market structures and clearing  ...  techniques for multi-agent systems in practice.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18420/inf2019_73">doi:10.18420/inf2019_73</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/gi/PrasannaHK19.html">dblp:conf/gi/PrasannaHK19</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/by4kro7ee5djzfw7qmr6suvwim">fatcat:by4kro7ee5djzfw7qmr6suvwim</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220116050553/https://dl.gi.de/bitstream/handle/20.500.12116/25025/paper6_06.pdf;jsessionid=7E51CFD36C44EC72B5281A90C73436CF?sequence=1" 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/05/f9/05f95943638f022a1652e892e8c118685d220652.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18420/inf2019_73"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

The intertemporal choice behavior: the role of emotions in a multiagent decision problem

Viviana Ventre
<span title="">2014</span> <i title="Accademia Piceno Aprutina dei Velati"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nhgotceyvfhh7a6samp43fpgkq" style="color: black;">Ratio Mathematica</a> </i> &nbsp;
Contrary to the normative setting, decision neuroscience stresses a lack of rationality, i.e., inconsistency, in some intertemporal choice behaviors.  ...  We deal with both models are dealt with in the framework of some relevant decision problems.  ...  at t, and v(s, t, p) the corresponding financial the role of emotions in a multi-agent decision problem factor.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.23755/rm.v27i1.36">doi:10.23755/rm.v27i1.36</a> <a target="_blank" rel="external noopener" href="https://doaj.org/article/0594908596cc4a0eb783e50ab15258e1">doaj:0594908596cc4a0eb783e50ab15258e1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bn6yhw7tonffbduifuyzqcpmsa">fatcat:bn6yhw7tonffbduifuyzqcpmsa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200425105518/http://eiris.it/ojs/index.php/ratiomathematica/article/download/36/62" 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/62/e9/62e95c020f6823ef4c6ebf795b40f44ec4ac5036.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.23755/rm.v27i1.36"> <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>
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.  ...  AI in finance broadly refers to the applications of AI techniques in financial businesses.  ...  and supporting strategies, methods and facilities.  ... 
<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>

STRATEGY BUILDING FOR A KNOWLEDGE REPOSITORY WITH A NOVEL EXPERT INFORMATION FUSION TOOL

Andrzej M.J. Skulimowski
<span title="2018-06-05">2018</span> <i title="Zenodo"> Zenodo </i> &nbsp;
This has created a need to develop methodological foundations for DKR-oriented strategic planning, to build new ICT-based tools and collaborative approaches, and apply them to satisfy the project goals  ...  This paper reports the strategy building process for an innovative knowledge repository (referred to as the Platform) developed within the flagship Horizon 2020 project "Training towards a society of data-savvy  ...  Acknowledgment The author is grateful for the support of the research project "Training towards a society of datasavvy information professionals to enable open leadership Innovation" (acronym "MOVING")  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.2698503">doi:10.5281/zenodo.2698503</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rdfzl4i5jnaxfmdq7l5x424524">fatcat:rdfzl4i5jnaxfmdq7l5x424524</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201223231408/https://zenodo.org/record/2698504/files/FTA2018-paper-C2-SkulimowskiAMJ.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/09/c5/09c5891f192c86b1b69e4cbfac41289175d5d577.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.2698503"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Anaerobic Digestion of food waste: Eliciting sustainable water-energy-food nexus practices with Agent Based Modelling and visual analytics

Ruth E. Falconer, Ismail Haltas, Liz Varga, Paula J. Forbes, Mohamed Abdel-Aal, Nikolay Panayotov
<span title="">2020</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vy2eyleckndp7cxjltzdsdtsr4" style="color: black;">Journal of Cleaner Production</a> </i> &nbsp;
To address this problem we prototype and evaluate a decision support tool 16 for county-scale AD planning. Our approach is a hybridised Agent Based Model (ABM) with a Multi 17 Objective Optimisation.  ...  Specifically, the method supports exploration of the social, 22  ...  Acknowledgments 245 The authors wish to thank the Engineering and Physical Sciences Research Council (EPSRC) for 246 their financial support of this work as part of the Stepping Up Project (grant number  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jclepro.2020.120060">doi:10.1016/j.jclepro.2020.120060</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/n54tom542vgvxlrmrqmemwx4w4">fatcat:n54tom542vgvxlrmrqmemwx4w4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210428081023/https://rke.abertay.ac.uk/ws/files/17582888/Falconer_AnaerobicDigestionoFoodWaste_Accepted_2020.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/96/25/9625ab6be39d0b6be1998f392ed8ee88e8d813b0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jclepro.2020.120060"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>
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