Title :
Computational Modeling of Emotion: Toward Improving the Inter- and Intradisciplinary Exchange
Author :
Reisenzein, Rainer ; Hudlicka, Eva ; Dastani, Mehdi ; Gratch, Jonathan ; Hindriks, Koen ; Lorini, Emiliano ; Meyer, John-Jules Ch
Author_Institution :
Inst. of Psychol., Univ. of Greifswald, Greifswald, Germany
Abstract :
The past years have seen increasing cooperation between psychology and computer science in the field of computational modeling of emotion. However, to realize its potential, the exchange between the two disciplines, as well as the intradisciplinary coordination, should be further improved. We make three proposals for how this could be achieved. The proposals refer to: 1) systematizing and classifying the assumptions of psychological emotion theories; 2) formalizing emotion theories in implementation-independent formal languages (set theory, agent logics); and 3) modeling emotions using general cognitive architectures (such as Soar and ACT-R), general agent architectures (such as the BDI architecture) or general-purpose affective agent architectures. These proposals share two overarching themes. The first is a proposal for modularization: deconstruct emotion theories into basic assumptions; modularize architectures. The second is a proposal for unification and standardization: Translate different emotion theories into a common informal conceptual system or a formal language, or implement them in a common architecture.
Keywords :
cognitive systems; formal languages; psychology; software agents; cognitive architectures; common informal conceptual system; computational emotion modeling; computer science; emotion theory formalization; general cognitive architectures; general-purpose affective agent architectures; implementation-independent formal languages; interdisciplinary exchange improvement; intradisciplinary coordination; intradisciplinary exchange improvement; modularization; overarching themes; psychological emotion theories; standardization; unification; Affective computing; Computational modeling; Computer architecture; Computer science; Computers; Proposals; Psychology; Computational emotion modeling; affective computing; agent logics; cognitive architectures; emotion theories; theory formalization;
Journal_Title :
Affective Computing, IEEE Transactions on
DOI :
10.1109/T-AFFC.2013.14