Flashcards : Fundamentals of Probability and Statistics — 18 cartes

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1Question

Sample data variability — definition?

Réponse

Natural differences observed in collected data.

2Question

Variability in sample data — meaning?

Réponse

Extent of data points' differences from the mean.

3Question

Sources of variability — examples?

Réponse

Measurement errors, natural fluctuations, population differences.

4Question

Probability of an event — role?

Réponse

Quantifies likelihood of occurrence.

5Question

Probability rules — bounds?

Réponse

Between 0 and 1, inclusive.

6Question

Event probability — complement?

Réponse

1 minus the probability of the event.

7Question

Random variable — definition?

Réponse

Numerical outcome of a random experiment.

8Question

Distribution of a variable — purpose?

Réponse

Describes likelihood of each possible value.

9Question

Expected value — meaning?

Réponse

Long-term average of the random variable.

10Question

Variance — what?

Réponse

Measure of data spread around the mean.

11Question

Poisson distribution — models?

Réponse

Number of rare events in a fixed interval.

12Question

Binomial distribution — models?

Réponse

Number of successes in fixed trials.

13Question

Normal distribution — shape?

Réponse

Bell-shaped, symmetric around mean.

14Question

Other distributions — examples?

Réponse

Exponential, uniform, skewed distributions.

15Question

Conditional probability — formula?

Réponse

P(A|B) = P(A∩B)/P(B).

16Question

Independence — condition?

Réponse

P(A∩B) = P(A)×P(B).

17Question

Correlation — measure?

Réponse

Strength and direction of linear relationship.

18Question

Statistical inference — purpose?

Réponse

Estimate population parameters from samples.

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1. What is the primary purpose of examining sample data variability in statistical analysis?

2. When was the foundational work on probability theory by Pascal and Fermat published?

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