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

  • Context: Undergrad 
  • Thread starter Thread starter Likith D
  • Start date Start date
  • Tags Tags
    Probability
Click For Summary
SUMMARY

The accuracy of a probability estimate based on repeated trials increases with the number of trials, as established by the Law of Large Numbers. In the context of Mendel's pea plant experiments, the probability of a tall plant is 3 out of 4, while the probability of a dwarf plant is 1 out of 4. Similarly, when rolling a die with 5 green faces and 1 yellow face, the accuracy of estimating the number of faces improves with more rolls. However, it is crucial to note that while more trials enhance the likelihood of an accurate estimate, they do not guarantee it.

PREREQUISITES
  • Understanding of basic probability concepts
  • Familiarity with the Law of Large Numbers
  • Knowledge of statistical estimation techniques
  • Experience with experimental design in probability
NEXT STEPS
  • Study the Law of Large Numbers in detail
  • Explore statistical estimation methods and their applications
  • Learn about experimental design and its impact on probability outcomes
  • Investigate the implications of sample size on statistical accuracy
USEFUL FOR

Students of statistics, educators teaching probability, researchers conducting experiments, and anyone interested in understanding the principles of statistical accuracy and estimation.

Likith D
Messages
65
Reaction score
1
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 ?
 
Physics news on Phys.org
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
 

Similar threads

  • · Replies 6 ·
Replies
6
Views
3K
  • · Replies 1 ·
Replies
1
Views
4K
  • · Replies 1 ·
Replies
1
Views
4K
  • · Replies 21 ·
Replies
21
Views
5K
  • · Replies 6 ·
Replies
6
Views
4K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 15 ·
Replies
15
Views
6K
  • · Replies 4 ·
Replies
4
Views
5K
  • · Replies 1 ·
Replies
1
Views
4K
  • · Replies 1 ·
Replies
1
Views
3K