Introduction to Discrete & Continuous Probability Distributions

  ✅ 1. What is a Probability Distribution? A probability distribution describes how probabilities are distributed over the values of a random variable . Random Variable : A variable whose values are outcomes of a random phenomenon. ๐Ÿงฎ 2. Types of Probability Distributions Type Description GIS Example Discrete           Takes countable values  Number of landslides per year in a          valley Continuous          Takes infinite values over an                 interval Rainfall (mm), elevation, temperature  ๐Ÿ“Œ Discrete Probability Distributions ๐ŸŽฏ 3. Binomial Distribution ✅ Definition : Used when an experiment is repeated n times , and each trial has two outcomes : success or failure. ✅ Conditions : Fixed number of trials (n) Only two possible outcomes per trial (success/failure) Constant probability of success (p) Trials are in...

Arithmetic Mean

 The arithmetic mean, also known as the average, is a measure of central tendency that represents the typical or average value of a set of data. It is calculated by adding up all the values in a data set and dividing the total by the number of values. The formula for the arithmetic mean for a data set with n values is:

x̄ = (x₁ + x₂ + ... + xn) / n

where x̄ represents the arithmetic mean, and x₁, x₂, ..., xn represent the individual values in the data set.

For ungrouped data, the formula for the arithmetic mean is simply the sum of all the values in the data set divided by the number of values.

Example of arithmetic mean for ungrouped data: Consider the following set of data: 5, 6, 3, 8, 7 The arithmetic mean is: x̄ = (5 + 6 + 3 + 8 + 7) / 5 = 29 / 5 = 5.8

For grouped data, the formula for the arithmetic mean is:

x̄ = ∑ (fi * xi) / ∑ fi

where x̄ represents the arithmetic mean, fi represents the frequency of each class interval, and xi represents the midpoint of each class interval.

Example of arithmetic mean for grouped data: Consider the following frequency distribution table:

Class IntervalFrequency
0-105
10-2010
20-3015
30-408
40-502

The midpoint of each class interval can be calculated as follows:

Class IntervalFrequencyMidpoint
0-1055
10-201015
20-301525
30-40835
40-50245

The arithmetic mean can be calculated as: x̄ = ((55) + (1015) + (1525) + (835) + (2*45)) / (5 + 10 + 15 + 8 + 2) = 690 / 40 = 17.25

Therefore, the arithmetic mean for the given frequency distribution table is 17.25.

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