Law of Iterated Logarithm (LIL)

An evolved variation of the Law of Large Numbers is the Law of the Iterated Logarithm. It offers for the sample average an exact rate of convergence. It says the sample average will fluctuate about the predicted value, but as the number of observations rises the oscillations will get ever less.

In the coin flipping example, the LIL indicates that, as the number of coin flips rises, the sample average will not only converge to 0.5 but also offers a specific range within where it is most likely to fall.

Law of Large Numbers

Law of Large Numbers (LLN) is a mathematical theorem that states the average of the results obtained from many independent random samples.

In this article, we have discussed the Law of Large Numbers definition, its limitations, examples and others in detail.

Table of Content

  • What is Law of Large Numbers?
  • Limitation of Law of Large Numbers
  • Types of Law of Large Numbers
  • Why is Law of Large Numbers Important?
  • Law of Large Numbers (LLN) and Central Limit Theorem (CLT)
  • Examples of Law of Large Numbers
  • Law of Large Numbers in Finance

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What is Law of Large Numbers?

Law of Large Numbers is a concept in probability and statistics that states that the average is closer to the expected or theoretical value as the number of trials or observations increases....

Limitation of Law of Large Numbers

Various limitations of the Law of Large Numbers are:...

Types of Law of Large Numbers

Various of the Law of Large Numbers are:...

Law of Iterated Logarithm (LIL)

An evolved variation of the Law of Large Numbers is the Law of the Iterated Logarithm. It offers for the sample average an exact rate of convergence. It says the sample average will fluctuate about the predicted value, but as the number of observations rises the oscillations will get ever less....

Why is Law of Large Numbers Important?

Law of large number is important because of following traits:...

Law of Large Numbers (LLN) and Central Limit Theorem (CLT)

Law of Large Numbers (LLN) and the Central Limit Theorem (CLT) are two fundamental concepts in probability and statistics that describe the behavior of large samples and their definition is:...

Examples of Law of Large Numbers

An example explaining law of large numbersis added below:...

Law of Large Numbers in Finance

Law of Large Numbers is a fundamental concept in probability theory and statistics that has significant applications in finance. In simple terms, it states that as the sample size (or number of observations) increases, the average of the results observed will become closer and closer to the expected or theoretical average....

Law of Large Numbers in Examples

Example 1: A fair six-sided die is rolled repeatedly. What is the expected average value of the outcomes as the number of rolls increases...

FAQs on Law of Large Numbers

What is the law of large numbers?...