Maximizing Seed Germination: Calculating Probability without Binomial Theorem

  • Thread starter eldrick
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Let's say you want the probability that exactly 75 out of 100 seeds germinate. The probability that exactly 75 seeds germinate is given by the binomial distribution as 100C75 p^{75}(1-p)^25. That's about 0.0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000067, far too small for our calculator to handle. So we use the normal approximation. The probability that 74.5 or more seeds germinate in this case is the same as the probability that a standard normal (mean
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eldrick
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A certain type of seed has a probability of 0.8 of germinating. In a pack of 100 seeds, what is the probability that at least 75% will germinate?




Solution can be achieved on a calculator using binomial theorem. Is there any other way of doing it without using binomial theorem ?
 
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You could use the normal distribution approximation, with "half- integer correction".

A binomial distribution in which the probability of a single success is p, repeated n times, has mean [itex]\mu= np[/itex] and standard deviation [itex]\sigma= \sqrt{np(1-p)}[/itex]. If n is large, the normal distribution with the same mean and standard deviation is a good approximation.

Since a normal distribution allows real number values while a binomial distribution requires integers, you interpret any real number that rounds to a particular integer as being that integer. Here, "at least 75%" or "at least 75 out of 100" would be equivalent to "74.5 or larger". That's the "half integer correction".
 

Related to Maximizing Seed Germination: Calculating Probability without Binomial Theorem

1. How does calculating probability help in maximizing seed germination?

Calculating probability without binomial theorem can help determine the likelihood of a seed germinating under certain conditions. By knowing the probability, a scientist can adjust environmental factors to increase the chances of successful germination.

2. What factors affect the probability of seed germination?

The probability of seed germination can be affected by various factors such as temperature, moisture, light, soil pH, and seed viability. These factors can be manipulated to increase the chances of successful germination.

3. Is it necessary to use binomial theorem for calculating seed germination probability?

No, it is not necessary to use binomial theorem for calculating seed germination probability. There are other statistical methods and formulas that can be used to determine probability, such as the product rule and the rule of complements.

4. How can a scientist use probability to optimize seed germination?

A scientist can use probability to optimize seed germination by analyzing the data and determining the ideal conditions for germination. By adjusting environmental factors based on the probability calculations, a scientist can increase the chances of successful germination.

5. Are there any limitations to using probability for maximizing seed germination?

While probability calculations can be helpful in optimizing seed germination, they do not guarantee a 100% success rate. Other factors that are out of a scientist's control, such as genetic variations and pest infestations, can also affect the overall germination rate. Therefore, probability should be used as a tool but not the sole determining factor in maximizing seed germination.

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