What determines the accuracy of a probability estimate based on repeated trials?

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Discussion Overview

The discussion centers on the accuracy of probability estimates derived from repeated trials, using examples such as Mendel's experiments and a hypothetical die with differently colored faces. Participants explore how the number of trials affects the reliability of probability estimates.

Discussion Character

  • Exploratory
  • Technical explanation
  • Debate/contested

Main Points Raised

  • Some participants suggest that increasing the number of trials (X) will lead to a more accurate guess regarding the outcomes of an experiment, referencing Mendel's ratios.
  • One participant asserts that the accuracy of the guess increases with the number of trials, indicating a relationship between trial frequency and statistical accuracy.
  • Another participant introduces the Law of Large Numbers as a relevant concept, implying that it relates to the discussion of trial accuracy.
  • However, a different viewpoint emphasizes that there are no deterministic guarantees in probability, stating that while more trials may increase the probability of an accurate estimate, it does not ensure accuracy.

Areas of Agreement / Disagreement

Participants express differing views on the relationship between the number of trials and the accuracy of probability estimates. While some agree that more trials can lead to better estimates, others caution that this does not guarantee accuracy, indicating a lack of consensus on the matter.

Contextual Notes

Participants discuss the implications of trial numbers on probability estimates without resolving the nuances of how accuracy is defined or measured in this context.

Likith D
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If you go through my thread here
https://www.physicsforums.com/threa...the-phenotypic-ratio-of-the-pea-plant.848650/
There is a particular reason that strikes me when i go through the answers i received - it seems so that for each pea to grow into a tall plant, the possibility of such an event is 3 for 4; and the probability of the pea to grow to a dwarf one is 1 for 4...
lets consider a similar sort of experiment, Mendel took
Say I have a die and 5 of it's faces are painted green and the other 1 is painted yellow, and you don't know the number of faces the die has ( say ). Only by rolling the die and noting observations can you guess the number of faces a die has for X number of trails and ;
will greater the X , more accurate the guess ?
 
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Likith D said:
If you go through my thread here
https://www.physicsforums.com/threa...the-phenotypic-ratio-of-the-pea-plant.848650/
There is a particular reason that strikes me when i go through the answers i received - it seems so that for each pea to grow into a tall plant, the possibility of such an event is 3 for 4; and the probability of the pea to grow to a dwarf one is 1 for 4...
lets consider a similar sort of experiment, Mendel took
Say I have a die and 5 of it's faces are painted green and the other 1 is painted yellow, and you don't know the number of faces the die has ( say ). Only by rolling the die and noting observations can you guess the number of faces a die has for X number of trails and ;
will greater the X , more accurate the guess ?

Yes, the accuracy of the guess increases with the number of trials. This is what statistics is largely about, telling you exactly how (in)accurate.
 
Likith D said:
If you go through my thread here
https://www.physicsforums.com/threa...the-phenotypic-ratio-of-the-pea-plant.848650/
There is a particular reason that strikes me when i go through the answers i received - it seems so that for each pea to grow into a tall plant, the possibility of such an event is 3 for 4; and the probability of the pea to grow to a dwarf one is 1 for 4...
lets consider a similar sort of experiment, Mendel took
Say I have a die and 5 of it's faces are painted green and the other 1 is painted yellow, and you don't know the number of faces the die has ( say ). Only by rolling the die and noting observations can you guess the number of faces a die has for X number of trails and ;
will greater the X , more accurate the guess ?

Have you read about the Law of Large Numbers?
 
WWGD said:
Have you read about the Law of Large Numbers?
nope but i'd be interested...
 
Likith D said:
will greater the X , more accurate the guess ?

In a scenario involving probability there are no deterministic guarantees. You can't be sure the guess will be more accurate with a greater number of trials. The correct statement is that more trials implies a greater probability that the estimate ("the guess") will be accurate.
 
Stephen Tashi said:
In a scenario involving probability there are no deterministic guarantees. You can't be sure the guess will be more accurate with a greater number of trials. The correct statement is that more trials implies a greater probability that the estimate ("the guess") will be accurate.
That makes it more clear
Thanx
 

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