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Probability Concepts: Subjective, Empirical, and Theoretical, Study notes of Statistics

The concepts of probability, including subjective (personal), empirical (experiential), and theoretical (formal) approaches. The deal example is used to illustrate the calculation of empirical and theoretical probabilities, as well as the application of probability rules such as the law of large numbers, complement rule, and addition rule for disjoint events. Students will learn how to calculate the probability of independent trials and find the chance of multiple events occurring.

Typology: Study notes

Pre 2010

Uploaded on 09/02/2009

koofers-user-8ra
koofers-user-8ra 🇺🇸

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Download Probability Concepts: Subjective, Empirical, and Theoretical and more Study notes Statistics in PDF only on Docsity! Stat 101 – Lecture 20 1 Probability • Subjective (Personal) –Based on feeling or opinion. • Empirical –Based on experience. • Theoretical (Formal) –Based on assumptions. 2 The Deal • Bag o’ chips (poker chips). –Some are red. –Some are white. –Some are blue. • Draw a chip from the bag. 3 The Deal • Draw a red chip win 3 bonus points. • Draw a blue chip win 1 bonus point. • Draw a white chip lose 1 bonus point. Stat 101 – Lecture 20 4 Is this a good deal? • Subjective (personal) probability –Based on your beliefs and opinion. • Empirical probability –Based on experience. –Conduct a series of trials. –Each trial has an outcome (R, W, B). 5 Empirical Probability • Look at the long run relative frequency of each of the outcomes. –Blue –Red –White 6 Theoretical Probability • Look in the bag and see how many – Blue chips – – Red chips – – White chips – • Assumption – Each chip has the same probability of being chosen. Equally likely.