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Discovering Natural Laws by Reduction

机译:通过归约法发现自然法则

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A polynomial algorithm.called Reduction,is presented to discover natural laws by analysing a set of experimental data.instead of a heuristic exploration which,when adopted in BACON,can only lead to rediscovering simple laws.A complex law with multiple variables involved can be discovered by reducing it to a search.This search is so efficient that it does not need any backtracking and is able to cover most of possible laws.A reduction-based discovery system,called DISCOVER 2.0,was developed with a flexible knowledge base and an ability of dealing with imperfect data.The system has been verified to be valid computationally,practically,and theoretically,by discovering a great number o complex laws,and can be also viewed as a leaming engine embodied in any intelligent systems to improve their performance by obtaining a general rule from the accumulated data.
机译:提出了一种称为归约的多项式算法,通过分析一组实验数据来发现自然定律。代替在BACON中采用的启发式探索只能导致重新发现简单定律。涉及多个变量的复杂定律可以通过将其简化为搜索来发现。此搜索是如此高效,它不需要任何回溯,并且能够覆盖大多数可能的法律。基于还原的发现系统DISCOVER 2.0拥有灵活的知识库和通过发现大量复杂的定律,该系统已经在计算,实践和理论上得到了验证,并且可以被视为体现在任何智能系统中以提高其性能的学习引擎。从累积的数据中获得一般规则。

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