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[计算机科学] 定性模拟中无法消除的虚假预测的原因 [推广有奖]

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kedemingshi 在职认证  发表于 2022-4-14 16:45:00 来自手机 |AI写论文

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摘要翻译:
最近的研究表明,一个完整的定性模拟器是不存在的,即只要使用最先进的QSIM算法的输入输出词汇表,就会有输入模型导致任何有复盖保证的模拟器在其输出中做出虚假预测。在本文中,我们研究了是否有可能对这个词汇表进行有意义的表达限制,以便建立一个同时具有健全性和完备性的模拟器。我们证明了几个否定的结果:所有的声音定性模拟器,使用QSIM表示的子集保留操作区域转移特征,并至少支持加法和恒常性约束,都被证明是内在不完备的。即使当模拟被限制在单个操作区域内运行时,仅包含加法、恒量、导数和乘法关系的约束词汇也使得构建健全和完整的定性模拟器变得不可能。
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英文标题:
《Causes of Ineradicable Spurious Predictions in Qualitative Simulation》
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作者:
\"O. Y{\i}lmaz, A. C. C. Say
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最新提交年份:
2011
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分类信息:

一级分类:Computer Science        计算机科学
二级分类:Artificial Intelligence        人工智能
分类描述:Covers all areas of AI except Vision, Robotics, Machine Learning, Multiagent Systems, and Computation and Language (Natural Language Processing), which have separate subject areas. In particular, includes Expert Systems, Theorem Proving (although this may overlap with Logic in Computer Science), Knowledge Representation, Planning, and Uncertainty in AI. Roughly includes material in ACM Subject Classes I.2.0, I.2.1, I.2.3, I.2.4, I.2.8, and I.2.11.
涵盖了人工智能的所有领域,除了视觉、机器人、机器学习、多智能体系统以及计算和语言(自然语言处理),这些领域有独立的学科领域。特别地,包括专家系统,定理证明(尽管这可能与计算机科学中的逻辑重叠),知识表示,规划,和人工智能中的不确定性。大致包括ACM学科类I.2.0、I.2.1、I.2.3、I.2.4、I.2.8和I.2.11中的材料。
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英文摘要:
  It was recently proved that a sound and complete qualitative simulator does not exist, that is, as long as the input-output vocabulary of the state-of-the-art QSIM algorithm is used, there will always be input models which cause any simulator with a coverage guarantee to make spurious predictions in its output. In this paper, we examine whether a meaningfully expressive restriction of this vocabulary is possible so that one can build a simulator with both the soundness and completeness properties. We prove several negative results: All sound qualitative simulators, employing subsets of the QSIM representation which retain the operating region transition feature, and support at least the addition and constancy constraints, are shown to be inherently incomplete. Even when the simulations are restricted to run in a single operating region, a constraint vocabulary containing just the addition, constancy, derivative, and multiplication relations makes the construction of sound and complete qualitative simulators impossible.
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PDF链接:
https://arxiv.org/pdf/1110.0020
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关键词:Presentation Construction Intelligence Qualitative Predictions 乘法 词汇 导致 可能 output

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