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Questions and Answers
Which concept is NOT included in the course objective?
Which concept is NOT included in the course objective?
Which of the following is a part of Course Outcome CO1?
Which of the following is a part of Course Outcome CO1?
Which Program Outcome (PO) relates to the ability to solve complex problems?
Which Program Outcome (PO) relates to the ability to solve complex problems?
In the context of this course, what does CO2 focus on?
In the context of this course, what does CO2 focus on?
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What skill is NOT expected as part of the Course Outcome CO4?
What skill is NOT expected as part of the Course Outcome CO4?
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Which of the following outcomes aligns best with modern tool usage?
Which of the following outcomes aligns best with modern tool usage?
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Which mathematical concepts are included in Course Outcome CO5?
Which mathematical concepts are included in Course Outcome CO5?
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Which Program Outcome emphasizes the importance of ethics in engineering?
Which Program Outcome emphasizes the importance of ethics in engineering?
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Which measure of central tendency is most influenced by extreme values?
Which measure of central tendency is most influenced by extreme values?
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What is the appropriate measure of dispersion to use when evaluating a dataset with outliers?
What is the appropriate measure of dispersion to use when evaluating a dataset with outliers?
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Which probability distribution is used when there are a fixed number of independent trials each with two possible outcomes?
Which probability distribution is used when there are a fixed number of independent trials each with two possible outcomes?
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What is the primary application of the central limit theorem?
What is the primary application of the central limit theorem?
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In hypothesis testing, what does a p-value indicate?
In hypothesis testing, what does a p-value indicate?
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Which of the following is a method for estimating population parameters?
Which of the following is a method for estimating population parameters?
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What is the key difference between discrete and continuous random variables?
What is the key difference between discrete and continuous random variables?
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Which statistical test is used for comparing means from three or more independent samples?
Which statistical test is used for comparing means from three or more independent samples?
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What is represented by 'n' in the binomial probability distribution?
What is represented by 'n' in the binomial probability distribution?
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Which of the following is NOT an assumption of the binomial distribution?
Which of the following is NOT an assumption of the binomial distribution?
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In the binomial formula P(X = r) = nCr × p^r × q^(n-r), what does 'q' represent?
In the binomial formula P(X = r) = nCr × p^r × q^(n-r), what does 'q' represent?
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Which formula is known as the Recurrence Formula in the context of binomial distribution?
Which formula is known as the Recurrence Formula in the context of binomial distribution?
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What is the sum of the probabilities 'p' and 'q' in a binomial distribution?
What is the sum of the probabilities 'p' and 'q' in a binomial distribution?
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Which of the following distributions is classified as a continuous probability distribution?
Which of the following distributions is classified as a continuous probability distribution?
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What does 'r' represent in the binomial probability distribution formula?
What does 'r' represent in the binomial probability distribution formula?
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Which of the following best describes a discrete probability distribution?
Which of the following best describes a discrete probability distribution?
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What is the mean of a binomial distribution represented as?
What is the mean of a binomial distribution represented as?
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Which of the following correctly represents the variance of a binomial distribution?
Which of the following correctly represents the variance of a binomial distribution?
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What does the moment generating function of a binomial distribution about the origin equal?
What does the moment generating function of a binomial distribution about the origin equal?
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What is the standard deviation of a binomial distribution if its variance is given by $npq$?
What is the standard deviation of a binomial distribution if its variance is given by $npq$?
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In a binomial experiment, if the probability of success is $0.3$, what is the probability of failure?
In a binomial experiment, if the probability of success is $0.3$, what is the probability of failure?
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If a machine produces 10% defective bolts, what is the probability of none being defective out of 10 screws?
If a machine produces 10% defective bolts, what is the probability of none being defective out of 10 screws?
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What application of binomial distribution deals with the reliability of systems?
What application of binomial distribution deals with the reliability of systems?
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How would you denote the probability of failure in a binomial distribution?
How would you denote the probability of failure in a binomial distribution?
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Which of the following combinations of parameters is necessary to apply binomial distribution formulas?
Which of the following combinations of parameters is necessary to apply binomial distribution formulas?
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What is the expected number of families having 4 boys?
What is the expected number of families having 4 boys?
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How many persons in a group of 20 are graduates if 4 persons are selected at random and the probability that all are graduates is 0.0016?
How many persons in a group of 20 are graduates if 4 persons are selected at random and the probability that all are graduates is 0.0016?
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Using Poisson distribution, what is the formula to calculate the probability of exactly r occurrences?
Using Poisson distribution, what is the formula to calculate the probability of exactly r occurrences?
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What does the symbol λ represent in Poisson distribution?
What does the symbol λ represent in Poisson distribution?
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In the recurrence formula for Poisson distribution, which expression correctly relates P(r) and P(r+1)?
In the recurrence formula for Poisson distribution, which expression correctly relates P(r) and P(r+1)?
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What is the mean of the Poisson distribution?
What is the mean of the Poisson distribution?
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If the probability that a bulb will fuse after 150 days is 0.05, what is the probability that all 5 bulbs will last longer than 150 days?
If the probability that a bulb will fuse after 150 days is 0.05, what is the probability that all 5 bulbs will last longer than 150 days?
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What does the variance of Poisson distribution equal?
What does the variance of Poisson distribution equal?
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What is the mean of the Poisson distribution calculated from the given data?
What is the mean of the Poisson distribution calculated from the given data?
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What is the theoretical frequency for r = 1 in the fitted Poisson distribution?
What is the theoretical frequency for r = 1 in the fitted Poisson distribution?
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Which of the following is a property of the normal distribution?
Which of the following is a property of the normal distribution?
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In the Poisson distribution provided, what does λ represent?
In the Poisson distribution provided, what does λ represent?
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What is the value of the theoretical frequency for r = 2?
What is the value of the theoretical frequency for r = 2?
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Which equation corresponds to the probability density function of a normal random variable?
Which equation corresponds to the probability density function of a normal random variable?
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How is the standard deviation represented in the context of normal distribution?
How is the standard deviation represented in the context of normal distribution?
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Which of the following statements is NOT true for the Poisson distribution?
Which of the following statements is NOT true for the Poisson distribution?
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Study Notes
Course Information
- Course Title: Statistics & Probability
- Course Code: BAS0303
- Instructor: Dr. Anil Agarwal
- Department: Mathematics
- Semester: B.Tech 3rd
- Date: 12/13/2024
Unit III: Probability Distribution
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Topic Objective (CO3): Probability distributions are essential for making predictions and estimates in research.
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Probability Distributions: Categorized as discrete or continuous.
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Discrete: Binomial, Poisson
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Continuous: Normal, Exponential
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Binomial Distribution (CO3): Used when a process has only two outcomes (success or failure) repeated a fixed number of times.
- Key characteristic: Fixed number of trials, independent trials, and constant probability of success.
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Poisson Distribution (CO3): Used to model the probability of a certain number of events occurring within a given time or space.
- Key characteristic: Independent events in fixed space or time intervals.
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Normal Distribution (CO3): A continuous probability distribution used widely.
- Characteristics: Symmetrical about its mean, described by mean and standard deviation, major component in statistical inference.
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Exponential Distribution (CO3): Models the time until an event occurs in a process with a constant rate.
Evaluation Scheme
- Detailed breakdown of evaluation scheme provided.
- Includes different components like lectures, assignments, quizzes, practical/lab components and sessionals/university exams.
Branch-wise Applications
- Data Analysis
- Artificial Intelligence
- Digital Communication (Information theory and coding)
Course Objectives
- Students will be familiarized with Statistical techniques, probability distribution, Hypothesis testing, ANOVA, and numerical aptitude.
- Develop skills to apply these concepts and mathematical tools in their respective disciplines.
Program Outcomes (POs)
- Detailed list of Program Outcomes (POs) for the course.
CO-PO Mapping
- Table showing the mapping of Course Outcomes (COs) to Program Outcomes (POs).
- Includes levels of mapping (Low, Medium, High)
Program Specific Outcomes (PSOs)
- Explicit statement of the Program Specific Outcomes (PSOs)
- Clear description of the learning expectations of educational institutions in teaching specific knowledge and skills to their students.
Program Educational Objectives (PEOs)
- Statement of Program Educational Objectives, outlining broader goals for the program's graduates.
Unit Objectives
- Basic knowledge in probability theory.
- Students learn applied mathematical methods.
- Gain understanding of probability and how it is applied in business.
- Computing probability of "success" when repeated.
- Using Poisson distributions for occurrence prediction.
- Familiarity with characteristics of Normal curves.
- Exploring properties of Random Variables.
Topic Objectives
- Probability distributions make valuable predictions and allow for analysis to support further investigation.
Topic Video Links & Resources
- Provided list of YouTube and NPTEL videos related to course topics.
Daily Quiz(CO3)
- Sample problems related to probability calculations.
Weekly Assignments(CO3)
- Practical problems related to probability distributions.
Recap of Unit III
- Key topics covered, emphasizing probability distributions, Binomial, Poisson, Normal, and Exponential distributions.
References:
- Lists of resources and textbooks used in the course.
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Description
Test your knowledge on the Course Outcomes and Program Outcomes specific to engineering. This quiz covers various concepts including measures of central tendency, hypotheses testing, and program outcomes related to problem-solving and ethics. Assess your understanding of key statistical methods and their applications.