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閒聊概率論2

(2023-03-25 07:26:54) 下一個

解釋概率論

 

 

 

Classical

Frequentist

Subjective

Propensity

Main hypothesis

Principle of indifference

Frequency of occurrence

Degree of belief

Degree of causal connection

Conceptual basis

Hypothetical symmetry

Past data and reference class

Knowledge and intuition

Present state of system

Conceptual approach

Conjectural

Empirical

Subjective

Metaphysical

Single case possible

Yes

No

Yes

Yes

Precise

Yes

No

No

Yes

Problems

Ambiguity in principle of indifference

Circular definition

Reference class problem

Disputed concept


 

Note:  frequentist: 常客,propensity: 趨向,propensity accounts 可用於量子力學。

Reference class problem: 引用類問題--different may assign different prior prob.

Classical interpretation (Laplace) :  

Laplace’s principle of insufficient reason: if there is no reason to believe that outcomes are not equally likely, take them to be equally likely.  However, not believed to be unequally is one thing; known to be equal is another. 這裏有邏輯上問題。有點像廣義相對論中引力質量與慣性質量等價問題。

Evidential (證據) prob.  Baysian prob. :

Subjective interp.

Logical interp.  如,一個恐龍滅絕的假設可能是真。

Eplstemlc (認知) or inductive interp. 

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