B.Sc. IT Numerical Methods & Stats Techniques

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Questions and Answers

When solving a system of linear equations using the Gauss-Jordan method, which operation is NOT typically allowed?

  • Adding a multiple of one row to another row.
  • Taking the logarithm of all elements in a row. (correct)
  • Swapping two rows.
  • Multiplying a row by a non-zero constant.

When fitting an exponential curve of the form $Y = ab^x$ to a given dataset, what is a common first step in determining the parameters a and b?

  • Taking the natural logarithm of both sides of the equation. (correct)
  • Plotting the data on a linear scale and estimating the slope.
  • Performing a linear regression directly on the original data.
  • Averaging the _x_ and _y_ values to find the centroid.

Which of the following is a key assumption when using Newton's forward interpolation method?

  • The data points are evenly spaced. (correct)
  • The data points are randomly distributed.
  • The data points follow a perfect polynomial relationship.
  • The data points exhibit exponential growth.

Which measure of dispersion is most sensitive to extreme values in a dataset?

<p>Range (D)</p> Signup and view all the answers

When calculating the median from grouped data, what does the cumulative frequency represent?

<p>The total frequency up to the lower boundary of the median class. (B)</p> Signup and view all the answers

In the context of fitting a parabola using the method of group averages, what is the primary goal of dividing the data into groups?

<p>To generate multiple equations that can be solved simultaneously to estimate the coefficients of the parabola. (A)</p> Signup and view all the answers

Which type of error is primarily caused by the limitations in the precision of computer arithmetic?

<p>Rounding error (B)</p> Signup and view all the answers

What distinguishes numerical methods from numerical analysis?

<p>Numerical methods are algorithms for solving mathematical problems, while numerical analysis studies their convergence, stability, and error analysis. (C)</p> Signup and view all the answers

When fitting a second-degree polynomial to data, increasing the degree of the polynomial generally leads to:

<p>A better fit to the existing data but a higher risk of overfitting. (B)</p> Signup and view all the answers

What is the purpose of interpolation?

<p>To estimate values between known data points. (A)</p> Signup and view all the answers

Flashcards

Types of Errors

Discrepancies between computed, observed, or measured values & true or theoretically correct values. Includes Round-off, Truncation, and Human Errors.

Numerical Methods

Algorithms to approximate numerical problems, especially when analytical solutions are difficult or impossible to obtain.

Gauss-Jordan Method

A method for solving systems of linear equations by performing row operations to obtain a reduced row echelon form.

Exponential Curve

A curve where y changes exponentially with x, defined by the equation Y = abˣ.

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Interpolation Method

Estimating values between known data points using a polynomial that passes through those points.

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Measures of Dispersion

Statistics that describe the spread of data around a central value. Examples include variance and standard deviation.

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Mean vs. Median

A 'mean' is the average value. A 'median' is the central value when observations are ordered.

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Second Degree Polynomial

A polynomial of degree two, represented by the equation y = ax² + bx + c.

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Method of Group Averages

A method to fit curves by dividing data into groups, averaging within groups, and solving for parameters.

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Study Notes

  • B.Sc. (Information Technology) 2nd Semester exam covers Numerical Methods & Statistical Techniques (Paper-III).
  • The exam duration is three hours, with a maximum score of 75.
  • The question paper is divided into four sections, each containing two questions.
  • Students must attempt five questions in total, selecting at least one from each section.
  • All questions carry equal marks.

Section A

  • Question 1(a) asks to list the different types of errors.
  • Question 1(b) asks you to define Numerical Methods and differentiate them from Numerical Analysis.
  • Question 2 requires solving a system of linear equations using the Gauss Jordan Method:
    • x + y - x = 2
    • 2x + 3y + 5z = -3
    • 3x + 2y - 13z = 6

Section B

  • Question 3 requires fitting an exponential curve of the form Y = abˣ to the provided data set.
  • Question 4 asks to find the value of y when x = 218 using Newton's forward interpolation method, given a data set of x and y values.

Section C

  • Question 5 involves explaining various measures of dispersion and providing an example of each.
  • Question 6 requires calculating the mean and median from the frequency distribution data provided.

Section D

  • Question 7 asks to fit a second-degree polynomial to the data presented in the table.
  • Question 8 provides corresponding values of x and y
  • It asks to fit a parabola of the form y = a + bx + cx² using the method of group averages.

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