Universal Learning Machine – Principle, Method, and Engineering Model Contributions to ICIS 2018 - Inria - Institut national de recherche en sciences et technologies du numérique
Communication Dans Un Congrès Année : 2018

Universal Learning Machine – Principle, Method, and Engineering Model Contributions to ICIS 2018

Chuyu Xiong
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Résumé

Universal learning machine is a computing system that can automatically learn any computational task with sufficient data, and no need for manual presetting and intervention. Universal learning machine and universal learning theory are very important research topic. Many disciplines (AI, AGI, machine epistemology, neuroscience, computational theory, mathematics, etc.) cross here. In this article, we discuss the principles, methods, and engineering models of universal learning machine. X-form is the central concept and tool, which is introduced by examining objective and subjective patterns in details. We also discuss conceiving space and governing space, data sufficiency, learning strategies and methods, and engineering model.
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Dates et versions

hal-02118794 , version 1 (03-05-2019)

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Chuyu Xiong. Universal Learning Machine – Principle, Method, and Engineering Model Contributions to ICIS 2018. 2nd International Conference on Intelligence Science (ICIS), Nov 2018, Beijing, China. pp.88-101, ⟨10.1007/978-3-030-01313-4_10⟩. ⟨hal-02118794⟩
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