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Probability

๐Ÿ“š Concepts


๐Ÿ“š Probability

  • Probability is the measure of how likely an event is to occur. It lies between 0 and 1.


๐Ÿ“š Experiment

  • An action or process that leads to one or several outcomes.

  • E.g., tossing a coin or rolling a die.


๐Ÿ“š Trial

  • A single performance of an experiment.

  • E.g., tossing a coin once is one trial.


๐Ÿ“š Outcome

  • The result of a single trial.

  • E.g., โ€œHeadโ€ when a coin is tossed.


๐Ÿ“š Sample Space (S)

  • The set of all possible outcomes of an experiment.

  • E.g., S = {1, 2, 3, 4, 5, 6} when a die is thrown.


๐Ÿ“š Event (E)

  • A collection of one or more outcomes.

  • E.g., Getting an even number on a die = {2, 4, 6}


๐Ÿ“š Favourable Outcomes

  • The outcomes that satisfy the condition of the event.

  • E.g., Favourable outcomes for getting a prime number on a die = {2, 3, 5}


๐Ÿ“š Equally Likely Outcomes

  • When all outcomes of an experiment have an equal chance of occurring.

  • E.g., Getting head or tail in a fair coin toss.


๐Ÿ“š Empirical Probability (Experimental Probability)

  • The probability based on actual experiments or observations.


๐Ÿ“š Theoretical Probability

  • The probability calculated based on reasoning, not actual experiments.


โœ๏ธ Formulas


โœ๏ธ Theoretical Probability of an Event๐(๐„) = ๐…๐š๐ฏ๐จ๐ฎ๐ซ๐š๐›๐ฅ๐ž ๐Ž๐ฎ๐ญ๐œ๐จ๐ฆ๐ž๐ฌ รท ๐“๐จ๐ญ๐š๐ฅ ๐Ž๐ฎ๐ญ๐œ๐จ๐ฆ๐ž๐ฌ

  • ๐(๐„) = Probability of the event E

  • Favourable Outcomes = Outcomes where event E occurs

  • Total Outcomes = Total number of equally likely outcomes


โœ๏ธ Experimental (Empirical) Probability๐(๐„) = ๐๐ฎ๐ฆ๐›๐ž๐ซ ๐จ๐Ÿ ๐“๐ข๐ฆ๐ž๐ฌ ๐„๐ฏ๐ž๐ง๐ญ ๐Ž๐œ๐œ๐ฎ๐ซ๐ฌ รท ๐“๐จ๐ญ๐š๐ฅ ๐๐ฎ๐ฆ๐›๐ž๐ซ ๐จ๐Ÿ ๐“๐ซ๐ข๐š๐ฅ๐ฌ

  • Trials = Number of times experiment is repeated

  • Event Occurs = Count of times the desired outcome happened


โœ๏ธ Range of Probability

๐ŸŽ โ‰ค ๐(๐„) โ‰ค ๐Ÿ

  • ๐(๐„) = 0 โ†’ Impossible event

  • ๐(๐„) = 1 โ†’ Certain event


โœ๏ธ Complementary Probability

๐ (๐๐จ๐ญ ๐„) = ๐Ÿ โˆ’ ๐(๐„)

  • ๐ (๐๐จ๐ญ ๐„) = Probability that event E does not happen


โœ๏ธ Total Probability

๐(๐„) + ๐ (๐๐จ๐ญ ๐„) = ๐Ÿ

  • Sum of probabilities of an event and its complement is always 1

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