COGVIEW & INTELNET:细致入微的基于能量的知识表示和集成的认知-概念框架,用于现实文化,价值观和概念影响系统模拟

Daniel J. Olsher
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引用次数: 15

摘要

一个日益重要的人工智能前沿是表现世界观、文化、价值观和其他细微结构的能力,并模拟这些对感知、情感/影响、判断和意见形成的影响。然而,由于这些信息的细粒度和弥散性,它们很难建模和表示。在这些领域,推理也是极具挑战性的。本文提出了一种新颖的“基于能量的”知识表示形式主义(INTELNET),用于建模、融合和推理微妙的语义、文化、影响和世界观。然后介绍了基于INTELNET的集成的COGVIEW意识/无意识心理模拟框架,并在自杀式恐怖主义领域提出了一个详细的例子。应用包括智能推理系统、人道主义任务、文化模拟、知识工程、语言处理、反歧视和减少偏见、减少恐怖主义和规范改变努力等。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
COGVIEW & INTELNET: Nuanced energy-based knowledge representation and integrated cognitive-conceptual framework for realistic culture, values, and concept-affected systems simulation
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.
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