Title :
COGVIEW & INTELNET: Nuanced energy-based knowledge representation and integrated cognitive-conceptual framework for realistic culture, values, and concept-affected systems simulation
Author_Institution :
Temasek Labs., Nat. Univ. of Singapore, Singapore, Singapore
Abstract :
An increasingly important AI frontier is the ability to represent worldviews, culture, values, and other nuanced structures, and to simulate the effects of these on perception, emotion/affect, judgment, and opinion formation. Such information, however, is notably difficult to model and represent, due to its fine-grained, diffuse nature. Reasoning is also highly challenging in these domains. This paper presents a novel `Energy-Based´ Knowledge Representation formalism (INTELNET) ideal for modeling, fusing, and reasoning about nuanced semantics, cultures, affects, and worldviews. It then introduces the integrated COGVIEW conscious/unconscious psychological simulation framework operating on top of INTELNET and advances a detailed example within the suicide terrorism domain. Applications include intelligent reasoning systems, humanitarian missions, cultural simulations, knowledge engineering, language processing, anti-discrimination and prejudice reduction, terrorism reduction, and norm change efforts, among others.
Keywords :
cognition; cultural aspects; humanities; inference mechanisms; knowledge representation; social sciences computing; AI frontier; COGVIEW; INTELNET; antidiscrimination; concept-affected systems simulation; conscious-unconscious psychological simulation framework; cultural simulations; humanitarian missions; integrated cognitive-conceptual framework; intelligent reasoning systems; knowledge engineering; language processing; norm change efforts; nuanced energy-based knowledge representation; nuanced semantics; prejudice reduction; realistic culture simulation; suicide terrorism domain; terrorism reduction; values simulation; Cognition; Computational modeling; Context; Cultural differences; Psychology; Semantics; Terrorism; Belief; Cognitive Psychology; Culture; Emotion Simulation; Energy-Based Knowledge Representation; Norm Change; Reasoning;