心理研究中引入贝叶斯统计推断的必要性、应用思路与领域

钟建军 Zoltan Dienese 陈中永

心理科学 ›› 2017, Vol. 40 ›› Issue (6) : 1477-1482.

PDF(634 KB)
中文  |  English
PDF(634 KB)
心理科学 ›› 2017, Vol. 40 ›› Issue (6) : 1477-1482.
统计、测量与方法

心理研究中引入贝叶斯统计推断的必要性、应用思路与领域

  • 钟建军1,Zoltan Dienese2,2,陈中永1
作者信息 +

Bayesian inference should be introduced to the psychological research: its necessity, ideas and field

Author information +
文章历史 +

摘要

本文从科学范式演变和概率统计推断特征分析出发,就贝叶斯统计推断引入心理学的必要性、怎么应用、在哪些领域应用集中进行了论述。首先在分析科学范式演进各阶段统计推断任务需要、经典的频率概率统计推断不足基础上,得出科学范式处于危机和革命阶段时需要对相关理论做可信度检验。然后,在介绍贝叶斯定理及其统计推断的基础上,进一步分析了贝叶斯推断能解决理论可信度的多种假设检验情景。最后本文还就贝叶斯统计推断在心理学理论争鸣与建构、心理技术产品开发与评估具体领域应用做了分析。

Abstract

From perspectives of scientific paradigm progress and characteristic of statistic inference, this paper focus on why, how and what kinds of field Bayes statics inference should be applied in psychology. Firstly, because frequency probability inference can’t satisfy the need of testing the reliability of theory while scientific paradigm is progressing in the crisis stage and revolution, so some kind of statistics inference which can test the reliability of theory should be introduced. Secondly, because of the meaning of Bayes principle and the characteristic of Bayes statics inference, the Bayes statics inference should be applied when one more reliable theory should be selected from theories. At last, the Bayes statics inference should be applied in the theoretic construct and theoretic discussion, and be used in the development and assessment of mental technical products.

关键词

频数概率 / 先验概率 / 假设检验 / 贝叶斯定理 / 推断统计

Key words

Frequency probability / Prior probability / Hypothesis test / Bayesian inference / Statistics inference

引用本文

导出引用
钟建军 Zoltan Dienese 陈中永. 心理研究中引入贝叶斯统计推断的必要性、应用思路与领域[J]. 心理科学. 2017, 40(6): 1477-1482
Bayesian inference should be introduced to the psychological research: its necessity, ideas and field[J]. Journal of Psychological Science. 2017, 40(6): 1477-1482

基金

国家留学基金委

PDF(634 KB)

Accesses

Citation

Detail

段落导航
相关文章

/