continuous random variable (1) section 3.1-3.3. continuous random variable what is the probability...

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Continuous Random Variable (1) Section 3.1-3.3

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CDF for a Discrete Random Variables Question: Is there a CDF for a continuous random variable if a PMF can not be identified for a continuous random variable?

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Page 1: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Continuous Random Variable (1)Section 3.1-3.3

Page 2: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Continuous Random Variable

What is the probability that X is equal to x?

Page 3: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

CDF for a Discrete Random Variables

Question: Is there a CDF for a continuous random variable if a PMF can not beidentified for a continuous random variable?

Page 4: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

CDF for a Wheel-Spinning Experiment

P[X=≤ x]=x if 0 ≤X ≤1

Page 5: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

CDF for Continuous Random Variable

• Even though it is not possible to define a PDF for a continuous random variable, it is possible to define a CDF for a random variable

Page 6: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

PMF to CDF for a Discrete Random Variable

Page 7: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Theorem 2.2

Theorem 2.3

What contributes to the jump in the CDF?

Page 8: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Discrete RV

Continuous RV

Page 9: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Compare CDF of a Continuous RV to that of a Discrete RV

Discrete RV:1. Zero slope2. Jumps in CDF

Continuous RV:A continuous function

Page 10: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Slope of CDF function

The slope at any point x indicates the probability that X is near x.(Just as the jump in the CDF of a discrete RV suggests non-zero probability at X=x, so does a slope in CDF of a continuous random variable?)

Page 11: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Probability Density Function (PDF)

It is not possible to define a PMF function for a continuous variable because P[X=x]=0.We can, however, define a probability density function.

Page 12: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Properties of fX(x)

Page 13: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

PDF of X

Page 14: Continuous Random Variable (1) Section 3.1-3.3. Continuous Random Variable What is the probability that X is equal to x?

Expected ValueDiscrete Random Variable