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001454778 001__ 1454778
001454778 003__ OCoLC
001454778 005__ 20230314003228.0
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001454778 007__ cr\cn\nnnunnun
001454778 008__ 230223s2022\\\\sz\a\\\\o\\\\\000\0\eng\d
001454778 020__ $$a9783031152948$$q(electronic bk.)
001454778 020__ $$a3031152948$$q(electronic bk.)
001454778 020__ $$z9783031152931
001454778 020__ $$z303115293X
001454778 0247_ $$a10.1007/978-3-031-15294-8$$2doi
001454778 035__ $$aSP(OCoLC)1371058983
001454778 040__ $$aGW5XE$$beng$$erda$$epn$$cGW5XE
001454778 049__ $$aISEA
001454778 050_4 $$aHB143.5
001454778 08204 $$a330.028563$$223/eng/20230223
001454778 24500 $$aArtificial intelligence, learning and computation in economics and finance /$$cRagupathy Venkatachalam, editor.
001454778 264_1 $$aCham :$$bSpringer,$$c2022.
001454778 300__ $$a1 online resource (1 volume) :$$billustrations (black and white, and colour).
001454778 336__ $$atext$$btxt$$2rdacontent
001454778 337__ $$acomputer$$bc$$2rdamedia
001454778 338__ $$aonline resource$$bcr$$2rdacarrier
001454778 4900_ $$aUnderstanding complex systems
001454778 5050_ $$aPerspectives from the Development of Agent-based Modelling in Economics and Finance -- Towards a General Model of Financial Markets -- The U-Mart Futures Exchange Experiment and Her Institutional Design Historically Inherited -- A Bottom-Up Framework for Data-Driven Agent-Based Simulations -- Can News Networks and Topics Influence Assets Return and Volatility? -- Causal Inference and Agent-Based Models -- Finding the Human in Their Stories: Some Thoughts on Digital Humanities Tools -- Interdependence Overcomes the Limitations of Rational Theories of Collective Behavior: The Productivity of Patents by Nations -- Sand Castles and Financial Systems.-Estimation of Agent-Based Models via Approximate Bayesian Computation -- Unravelling Aspects of Decision Making Under Uncertainty -- Logic and Epistemology in Behavioral Economics -- Aggregate Investor Attention and Bitcoin Return: The Machine Learning Approach -- Information and Market Power: An Experimental Investigation into the Hayek Hypothesis -- Algorithmically Learning, Creatively and Intelligently to Play Games -- A Simonian Formalistic Perspective on Collaborative, Distributed Invention -- Modified Sraffan Schemes and Algorithmic Rational Agents.
001454778 506__ $$aAccess limited to authorized users.
001454778 520__ $$aThis book presents frontier research on the use of computational methods to model complex interactions in economics and finance. Artificial Intelligence, Machine Learning and simulations offer effective means of analyzing and learning from large as well as new types of data. These computational tools have permeated various subfields of economics, finance, and also across different schools of economic thought. Through 16 chapters written by pioneers in economics, finance, computer science, psychology, complexity and statistics/econometrics, the book introduces their original research and presents the findings they have yielded. Theoretical and empirical studies featured in this book draw on a variety of approaches such as agent-based modeling, numerical simulations, computable economics, as well as employing tools from artificial intelligence and machine learning algorithms. The use of computational approaches to perform counterfactual thought experiments are also introduced, which help transcend the limits posed by traditional mathematical and statistical tools. The book also includes discussions on methodology, epistemology, history and issues concerning prediction, validation, and inference, all of which have become pertinent with the increasing use of computational approaches in economic analysis.
001454778 588__ $$aDescription based on print version record.
001454778 650_0 $$aEconomics$$xData processing.
001454778 650_0 $$aArtificial intelligence$$xFinancial applications.
001454778 655_0 $$aElectronic books.
001454778 7001_ $$aVenkatachalam, Ragupathy,$$eeditor.
001454778 77608 $$iPrint version:$$tArtificial intelligence, learning and computation in economics and finance.$$dCham : Springer, 2022$$z9783031152931$$w(OCoLC)1347738228
001454778 852__ $$bebk
001454778 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-031-15294-8$$zOnline Access$$91397441.1
001454778 909CO $$ooai:library.usi.edu:1454778$$pGLOBAL_SET
001454778 980__ $$aBIB
001454778 980__ $$aEBOOK
001454778 982__ $$aEbook
001454778 983__ $$aOnline
001454778 994__ $$a92$$bISE