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From Information to Intelligence:The Role of Relative Significance in Decision Making and Inference

机译:从信息到智力:决策和推论中相对意义的作用

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The growth of the amount of information accessible to people is phenomenal in recent years. In one estimate, the amount of digital information created, captured, and replicated in 2006 was 161 exabytes, approximately three million times the information in all the books ever written . The issue of finding or discovering intelligence from a sea of information thus becomes ever more important and challenging. Although computational algorithms have been developed to aid the user in search of information that may be deemed useful, automatic discovery of intelligence (ADI) beyond simple information matching is still beyond the reach of conventional search methods. In this paper, we address one important component, namely relative significance which is essential in forming the paradigm of intelligence beyond a simple recognition of pattern of information. We further formulate the concept of relative significance in the framework of Bayes decision theory so as to enable computational optimization and algorithmic development. We believe processing of true computational intelligence must include capabilities in dealing with non-uniform significance and cost issues.
机译:近年来,人们可获得的信息量的增长是现象。在一次估计中,2006年创建,捕获和复制的数字信息的数量为161个exabytes,所有书籍中的所有书中的信息约为300万次。从信息海洋寻找或发现智力的问题因此变得更加重要和挑战。尽管已经开发了计算算法以帮助用户寻找可能被视为有用的信息,但是超越简单信息匹配的智能(ADI)的自动发现仍然超出了传统搜索方法的范围。在本文中,我们解决了一个重要的组成部分,即相对重要性,这对于形成智能范式的范式至关重要的重要性,超出了信息模式模式的简单识别。我们进一步制定了贝叶斯决策理论框架中相对意义的概念,以实现计算优化和算法开发。我们认为,对真正的计算智能的处理必须包括处理非统一意义和成本问题的能力。

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