Matches in SemOpenAlex for { <https://semopenalex.org/work/W3140836245> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W3140836245 abstract "This paper addresses how neural networks learn to play one-shot normal form games through experience in an environment of randomly generated game payoffs and randomly selected opponents. This agent based computational approach allows the modeling of learning all strategic types of normal form games, irregardless of the number of pure and mixed strategy Nash equilibria that they exhibit. This is a more realistic model of learning than the oft used models in the game theory learning literature which are usually restricted either to repeated games against the same opponent (or games with different payoffs but belonging to the same strategic class). The neural network agents were found to approximate human behavior in experimental one-shot games very well as the Spearman correlation coefficients between their behavior and that of human subjects ranged from 0.49 to 0.8857 across numerous experimental studies. Also, they exhibited the endogenous emergence of heuristics that have been found effective in describing human behavior in one-shot games. The notion of bounded rationality is explored by varying the topologies of the neural networks, which indirectly affects their ability to act as universal approximators of any function. The neural networks' behavior was assessed across various dimensions such as convergence to Nash equilibria, equilibrium selection and adherence to principles of iterated dominance." @default.
- W3140836245 created "2021-04-13" @default.
- W3140836245 creator A5044971636 @default.
- W3140836245 date "2009-01-01" @default.
- W3140836245 modified "2023-09-28" @default.
- W3140836245 title "Neural networks as a learning paradigm for general normal form games" @default.
- W3140836245 hasPublicationYear "2009" @default.
- W3140836245 type Work @default.
- W3140836245 sameAs 3140836245 @default.
- W3140836245 citedByCount "0" @default.
- W3140836245 crossrefType "posted-content" @default.
- W3140836245 hasAuthorship W3140836245A5044971636 @default.
- W3140836245 hasConcept C126255220 @default.
- W3140836245 hasConcept C127705205 @default.
- W3140836245 hasConcept C134306372 @default.
- W3140836245 hasConcept C140479938 @default.
- W3140836245 hasConcept C144237770 @default.
- W3140836245 hasConcept C154945302 @default.
- W3140836245 hasConcept C177142836 @default.
- W3140836245 hasConcept C202556891 @default.
- W3140836245 hasConcept C32407928 @default.
- W3140836245 hasConcept C33923547 @default.
- W3140836245 hasConcept C41008148 @default.
- W3140836245 hasConcept C46814582 @default.
- W3140836245 hasConcept C50644808 @default.
- W3140836245 hasConcept C58694771 @default.
- W3140836245 hasConceptScore W3140836245C126255220 @default.
- W3140836245 hasConceptScore W3140836245C127705205 @default.
- W3140836245 hasConceptScore W3140836245C134306372 @default.
- W3140836245 hasConceptScore W3140836245C140479938 @default.
- W3140836245 hasConceptScore W3140836245C144237770 @default.
- W3140836245 hasConceptScore W3140836245C154945302 @default.
- W3140836245 hasConceptScore W3140836245C177142836 @default.
- W3140836245 hasConceptScore W3140836245C202556891 @default.
- W3140836245 hasConceptScore W3140836245C32407928 @default.
- W3140836245 hasConceptScore W3140836245C33923547 @default.
- W3140836245 hasConceptScore W3140836245C41008148 @default.
- W3140836245 hasConceptScore W3140836245C46814582 @default.
- W3140836245 hasConceptScore W3140836245C50644808 @default.
- W3140836245 hasConceptScore W3140836245C58694771 @default.
- W3140836245 hasLocation W31408362451 @default.
- W3140836245 hasOpenAccess W3140836245 @default.
- W3140836245 hasPrimaryLocation W31408362451 @default.
- W3140836245 hasRelatedWork W1689626867 @default.
- W3140836245 hasRelatedWork W1983173663 @default.
- W3140836245 hasRelatedWork W2012942077 @default.
- W3140836245 hasRelatedWork W2107022522 @default.
- W3140836245 hasRelatedWork W2134112261 @default.
- W3140836245 hasRelatedWork W2139723155 @default.
- W3140836245 hasRelatedWork W2152192527 @default.
- W3140836245 hasRelatedWork W2576695805 @default.
- W3140836245 hasRelatedWork W2769471341 @default.
- W3140836245 hasRelatedWork W2945843259 @default.
- W3140836245 hasRelatedWork W3103153183 @default.
- W3140836245 hasRelatedWork W3121699711 @default.
- W3140836245 hasRelatedWork W3121907693 @default.
- W3140836245 hasRelatedWork W3122099321 @default.
- W3140836245 hasRelatedWork W3122372196 @default.
- W3140836245 hasRelatedWork W3122931033 @default.
- W3140836245 hasRelatedWork W3124435157 @default.
- W3140836245 hasRelatedWork W3207252194 @default.
- W3140836245 hasRelatedWork W2105759824 @default.
- W3140836245 hasRelatedWork W2556077021 @default.
- W3140836245 isParatext "false" @default.
- W3140836245 isRetracted "false" @default.
- W3140836245 magId "3140836245" @default.
- W3140836245 workType "article" @default.