Why is Bayesian confirmation theory rarely practiced

R. Luk
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引用次数: 2

Abstract

Bayesian confirmation theory is a leading theory to decide the confirmation/refutation of a hypothesis based on probability calculus. While it may be much discussed in philosophy of science, is it actually practiced in terms of hypothesis testing by scientists? Since the assignment of some of the probabilities in the theory is open to debate and the risk of making the wrong decision is unknown, many scientists do not use the theory in hypothesis testing. Instead, they use alternative statistical tests that can measure the risk or the reliability in decision making, circumventing some of the theoretical problems in practice. Therefore, the theory is not very popular in hypothesis testing among scientists at present. However, there are some proponents of Bayesian hypothesis testing, and software packages are made available to accelerate utilization by scientists. Time will tell whether Bayesian confirmation theory can become both a leading theory and a widely practiced method. In addition, this theory can be used to model the (degree of) belief of scientists when testing hypotheses.
为什么贝叶斯确认理论很少被实践
贝叶斯确认理论是一种基于概率演算来确定假设的确认/反驳的主流理论。虽然它可能在科学哲学中被讨论得很多,但它实际上是科学家在假设检验方面的实践吗?由于该理论中某些概率的分配存在争议,而且做出错误决策的风险未知,因此许多科学家在假设检验中不使用该理论。相反,他们使用替代的统计测试来衡量决策的风险或可靠性,从而规避了实践中的一些理论问题。因此,该理论目前在科学家的假设检验中不是很受欢迎。然而,有一些贝叶斯假设检验的支持者,并且提供了软件包来加速科学家的使用。时间将证明贝叶斯确认理论是否能够成为一个领先的理论和广泛应用的方法。此外,这个理论可以用来模拟科学家在测试假设时的信念程度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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