{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,26]],"date-time":"2026-02-26T15:35:45Z","timestamp":1772120145100,"version":"3.50.1"},"reference-count":22,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,12,16]],"date-time":"2025-12-16T00:00:00Z","timestamp":1765843200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2025,12,16]],"date-time":"2025-12-16T00:00:00Z","timestamp":1765843200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Discov Artif Intell"],"DOI":"10.1007\/s44163-025-00253-5","type":"journal-article","created":{"date-parts":[[2025,12,16]],"date-time":"2025-12-16T14:55:29Z","timestamp":1765896929000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["From data to decisions: portfolio topology optimization framework"],"prefix":"10.1007","volume":"5","author":[{"given":"Rashid","family":"Faridnia","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,12,16]]},"reference":[{"key":"253_CR1","unstructured":"Sahu RK, Sahoo SK, Satpathy SK. Portfolio optimization using machine technology: a review. Int J Comput Appl. 2014;100(14)."},{"key":"253_CR2","doi-asserted-by":"publisher","DOI":"10.1093\/rfs\/hhm075","author":"V DeMiguel","year":"2009","unstructured":"DeMiguel V, Garlappi L, Uppal R. Optimal versus naive diversification: how inefficient is the 1\/N portfolio strategy? Rev Financ Stud. 2009. https:\/\/doi.org\/10.1093\/rfs\/hhm075.","journal-title":"Rev Financ Stud"},{"issue":"2","key":"253_CR3","first-page":"529","volume":"60","author":"A Chandra","year":"2014","unstructured":"Chandra A, Swaminathan B. Portfolio optimization with mental accounts. Manage Sci. 2014;60(2):529\u201347.","journal-title":"Manage Sci"},{"key":"253_CR4","doi-asserted-by":"publisher","DOI":"10.1515\/9781400830213","volume-title":"The econometrics of financial markets","author":"JY Campbell","year":"1997","unstructured":"Campbell JY, Lo AW, MacKinlay AC. The econometrics of financial markets. Princeton University Press; 1997."},{"issue":"3","key":"253_CR5","first-page":"81","volume":"37","author":"N Amenc","year":"2011","unstructured":"Amenc N, Martellini L. Portfolio optimization under non-normality: a survey. J Portfolio Manag. 2011;37(3):81\u201393.","journal-title":"J Portfolio Manag"},{"issue":"1","key":"253_CR6","first-page":"231","volume":"121","author":"R Sustek","year":"2016","unstructured":"Sustek R. Portfolio optimization with alternative risk Premia. J Financ Econ. 2016;121(1):231\u201352.","journal-title":"J Financ Econ"},{"issue":"1","key":"253_CR7","first-page":"77","volume":"7","author":"H Markowitz","year":"1952","unstructured":"Markowitz H. Portfolio selection. J Finance. 1952;7(1):77\u201391.","journal-title":"J Finance"},{"issue":"2","key":"253_CR8","first-page":"87","volume":"4","author":"Y Kim","year":"2017","unstructured":"Kim Y, Lee S, Park J. Genetic algorithm-based portfolio optimization. J Financ Eng. 2017;4(2):87\u2013102.","journal-title":"J Financ Eng"},{"key":"253_CR9","first-page":"849","volume-title":"Parallel Problem Solving from Nature","author":"K Deb","year":"2002","unstructured":"Deb K, Pratap A, Agarwal S, Meyarivan T. A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II. In: Parallel Problem Solving from Nature. Berlin Heidelberg: Springer Berlin Heidelberg; 2002. p. 849\u201358."},{"key":"253_CR10","volume-title":"Deep learning for portfolio optimization","author":"Y Li","year":"2019","unstructured":"Li Y, Zhang J, Wang J. Deep learning for portfolio optimization. IEEE Access: Piscataway; 2019."},{"issue":"3","key":"253_CR11","first-page":"112","volume":"5","author":"Q Zhang","year":"2018","unstructured":"Zhang Q, Wu L. Reinforcement learning for portfolio management. J Financ Technol. 2018;5(3):112\u201328.","journal-title":"J Financ Technol"},{"key":"253_CR12","unstructured":"Subject field Studies at IKCO."},{"key":"253_CR13","unstructured":"Evans DS. \"The rise of the platform enterprise: a global survey.\" university of Chicago, Becker Friedman institute for research in economics. 2017."},{"key":"253_CR14","doi-asserted-by":"publisher","first-page":"162","DOI":"10.1016\/j.ijindorg.2015.03.003","volume":"43","author":"A Hagiu","year":"2015","unstructured":"Hagiu A, Wright J. Multi-sided platforms. Int J Ind Organ. 2015;43:162\u201374.","journal-title":"Int J Ind Organ"},{"key":"253_CR15","volume-title":"Platform revolution: how networked markets are transforming the economy and how to make them work for you","author":"G Parker","year":"2016","unstructured":"Parker G, Van Alstyne MW, Choudary SP. Platform revolution: how networked markets are transforming the economy and how to make them work for you. New York: W. W. Norton & Company; 2016."},{"key":"253_CR16","volume-title":"Dynamic capabilities and strategic management: organizing for innovation and growth","author":"DJ Teece","year":"2018","unstructured":"Teece DJ. Dynamic capabilities and strategic management: organizing for innovation and growth. Oxford: Oxford University Press; 2018."},{"issue":"3","key":"253_CR17","first-page":"45","volume":"7","author":"L Chen","year":"2018","unstructured":"Chen L, Zhu J. A survey of portfolio optimization. J Invest Strateg. 2018;7(3):45\u201363.","journal-title":"J Invest Strateg"},{"key":"253_CR18","volume-title":"Evolutionary algorithms for solving multi-objective problems","author":"CAC Coello","year":"2007","unstructured":"Coello CAC, Lamont GB, Van Veldhuizen DA. Evolutionary algorithms for solving multi-objective problems. Berlin: Springer; 2007."},{"issue":"4","key":"253_CR19","first-page":"210","volume":"12","author":"R Johnson","year":"2016","unstructured":"Johnson R, Smith T. Multi-discipline optimization in energy investments. Energy Econ Rev. 2016;12(4):210\u201325.","journal-title":"Energy Econ Rev"},{"issue":"1","key":"253_CR20","first-page":"34","volume":"2","author":"H Wang","year":"2019","unstructured":"Wang H, Li X. Neural network approaches to portfolio optimization. J Financ Data Sci. 2019;2(1):34\u201350.","journal-title":"J Financ Data Sci"},{"issue":"1","key":"253_CR21","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1086\/294846","volume":"39","author":"WF Sharpe","year":"1966","unstructured":"Sharpe WF. Mutual fund performance. J Bus. 1966;39(1):119\u201338.","journal-title":"J Bus"},{"key":"253_CR22","volume-title":"Investment science","author":"DG Luenberger","year":"2015","unstructured":"Luenberger DG. Investment science. Oxford: Oxford University Press; 2015."}],"container-title":["Discover Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00253-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44163-025-00253-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00253-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,17]],"date-time":"2025-12-17T03:02:28Z","timestamp":1765940548000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44163-025-00253-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,16]]},"references-count":22,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["253"],"URL":"https:\/\/doi.org\/10.1007\/s44163-025-00253-5","relation":{"has-preprint":[{"id-type":"doi","id":"10.21203\/rs.3.rs-4713822\/v1","asserted-by":"object"}]},"ISSN":["2731-0809"],"issn-type":[{"value":"2731-0809","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,12,16]]},"assertion":[{"value":"9 July 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 March 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 December 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"386"}}