Intro to Quant Deck Flashcards
(36 cards)
What is a Random Varriable
Experimental outcomes of a random process represented by varriables - assume numerical values
What is an example of a random varriable
Coin toss, number of people arriving at Starbucks between 9am and 10am, if we will get rain tomorrow
What are types of Random Varriables
Discrete and Continuous
What is Discrete Variable
A discrete random variable takes on a countable number of distinct values. Values are finite or countably infinite (e.g.,
0,1,2,….)
Probabilities are assigned to individual values and are often represented using a probability mass function (PMF).
The sum of all probabilities equals
1
Is the number of phone calls between 9 and 9:01am discrete or continuous?
Discrete
Is the number of products produced by a
machine in one hour discrete or continuous?
Discrete
Is the exact height of students in this class discrete or continuous?
Continuous
Is the Exact time it takes for participants to finish in a training exercise discrete or continuous?
Continuous
What are the discrete probability distributions
Uniform Distribution, Binomial Distribution, Poisson Distribution
What is the uniform distribution
n = outcomes, each with probability 1/n – because if it is rolling a dice with 6 sides then you would divide 1/6 to see the equal probability of you getting a certain number
Binomial Distribution
Experiment consists of n identical trials
Trial Result: Occurence (success) or non-occurence (failure)
Probability of occurrence on each trial is p
What does x = in the binomial distribution
the total number of successes or occurrences, has binomial distribution
What is poisson Distribution
Probability of number of events occurring in a fixed interval of time and/or space
The probability of occurrence is the same for any intervals equal length
The occurrence in any interval is independent of an occurrence in any non-overlapping interval
Number of patients visiting an emergency room between 11AM and noon - what type of distribution is this
Poisson Distribution
Frequency of operation losses in a period of time – what distribution is this any why
Poisson Distribution
Number of customers arriving in a bank
Poisson Distribution
An average of 15 aircraft accidents occur each year. What is the probability that the 10 accidents will happen next year?
Poisson Distribution Example
Experience has shown that 30% of all persons afflicted by a certain
illness recover. A drug company has developed a new medication.
Ten people with the illness were selected at random and injected
with the medication.
Nine of ten injected with the medication recover. Do we believe the
medication works? Why?
Binomial
An average of 15 aircraft accidents occur each. What is the probability that less than 10 accidents will happen next year?
Poisson Distribution Example
What is a continuous RV?
A continuous random varriable is a random variable where the data can take infinitely many values
What is the temperature of a cup of coffee or weights of students in this class– what is that an example of?
Continuous RV
What are the continuous probability distributions
Continuous uniform distribution, exponential distribution, normal distribution
Suppose you arrive randomly at a bus stop every
morning, between 7:01 and 7:15.
The bus schedule is that it arrives every 10 minutes
(7:00, 7:10, 7:20)
What is the probability that you will wait more than 5 minutes?
Continuous uniform distribution
What is exponential distribution
Useful in describing the time or space between events