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  1. Spooky boundaries at a distance
    inductive bias, dynamic models, and behavioral macro
    Author: Kahou, Mahdi Ebrahimi; Fernández-Villaverde, Jesús; Gómez-Cardona, Sebastián; Perla, Jesse; Rosa, Jan
    Published: August 2024
    Publisher:  CESifo, Munich, Germany

    In the long run, we are all dead. Nonetheless, when studying the short-run dynamics of economic models, it is crucial to consider boundary conditions that govern long-run, forward-looking behavior, such as transversality conditions. We demonstrate... more

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    Location:
    ZBW - Leibniz-Informationszentrum Wirtschaft, Standort Kiel
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    DS 63
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    In the long run, we are all dead. Nonetheless, when studying the short-run dynamics of economic models, it is crucial to consider boundary conditions that govern long-run, forward-looking behavior, such as transversality conditions. We demonstrate that machine learning (ML) can automatically satisfy these conditions due to its inherent inductive bias toward finding flat solutions to functional equations. This characteristic enables ML algorithms to solve for transition dynamics, ensuring that long-run boundary conditions are approximately met. ML can even select the correct equilibria in cases of steady-state multiplicity. Additionally, the inductive bias provides a foundation for modeling forward-looking behavioural agents with self-consistent expectations.

     
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    Source: Union catalogues
    Language: English
    Media type: Book
    Format: Online
    Other identifier:
    hdl: 10419/305534
    Series: CESifo working papers ; 11292 (2024)
    Subjects: machine learning; inductive bias; rational expectations; transitional dynamics; transversality; behavioural macroeconomics
    Scope: 1 Online-Ressource (circa 45 Seiten), Illustrationen
  2. Spooky boundaries at a distance
    inductive bias, dynamic models, and behavioral macro
    Author: Kahou, Mahdi Ebrahimi; Fernández-Villaverde, Jesús; Gomez Cardona, Sebastian; Perla, Jesse; Rosa, Jan
    Published: August 12, 2024
    Publisher:  Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, Philadelphia, PA

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    Verlag (kostenfrei)
    Verlag (kostenfrei)

    Location:
    ZBW - Leibniz-Informationszentrum Wirtschaft, Standort Kiel
    Signature:
    Keine Rechte
    Inter-library loan:
    No inter-library loan
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    Source: Union catalogues
    Language: English
    Media type: Book
    Format: Online
    Series: PIER working paper ; 24, 019
    Subjects: Machine learning; inductive bias; rational expectations; transitional dynamics; transversality; behavioral macroeconomics
    Scope: 1 Online-Ressource (circa 44 Seiten), Illustrationen
  3. Dreisprachige Textproduktion bei Sekundarschülerinnen und -schülern mit unterschiedlichen Lernbedingungen
    Author: Egli Cuenat, Mirjam
    Published: 2023
    Publisher:  Universitäts- und Landesbibliothek, Darmstadt

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    Source: Union catalogues
    Language: German
    Media type: Book
    Format: Online
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    Parent title: In: Zeitschrift für Interkulturellen Fremdsprachenunterricht : ZIF, 22, (1), Universitäts- und Landesbibliothek Darmstadt, ISSN 1205-6545
    Subjects: Deutsch; Textproduktion; Fremdsprachenunterricht; Englischunterricht; Französischunterricht; Englisch; Fremdsprachenlernen
    Other subjects: schriftliche Textproduktion; Mehrsprachigkeit; Mehrsprachigkeitsdidaktik; Transversalität; multipler Fremdsprachenerwerb; Tertiärsprache; Curriculum; written text production; multilingualism; didactics of multilingualism; transversality; multiple foreign language acquisition; tertiary language; curriculum
    Scope: Online-Ressource