PROBABILITY & STATISTICS

Paper Code: 
BCA 302
Credits: 
04
Periods/week: 
04
Max. Marks: 
100.00
Objective: 

This paper is designed to understand the role of statistics in computers.

 

9.00
Unit I: 

Frequency distributions, Graphical representation of data (Histograms, Frequency Polygons, Smoothed frequency curves and Ogives), computation of Measures of Central Tendency (mean, median, mode), Measures of Dispersion (Range, QD, MD, SD), coefficient of Variation.

 

9.00
Unit II: 

Basic ideas of Permutation and Combination, Classical Theory of Probability, Law of total and compound probability, Conditional probability, Baye’s theorem (simple question based on the theorem).

 

9.00
Unit III: 

Random variable, discrete and continuous random variables, Distribution function, probability mass function and probability density function. Mathematical expectation & moment generating functions.

 

9.00
Unit IV: 

Theoretical Discrete Distributions: Binomial and Poisson distributions with mean & variance, Poisson distribution as limiting case of Binomial distribution.

Theoretical Continuous Distribution: Normal distribution with its properties, Simple questions based on area property.

 

9.00
Unit V: 

Fitting of curves: Principle of curve fitting, fitting of straight line and second degree parabola by least squares method.

Correlation: Definition and types, properties of correlation, methods of studying correlation- Karl Pearson’s coefficient of correlation and Spearman Rank Correlation

Linear Regression - Definition, Fitting of two lines of regression, Regression coefficients with simple properties.

 

ESSENTIAL READINGS: 
  1. S.C. Gupta and V.K. Kapoor, “Fundamentals of Mathematical Statistics”, Eleventh edition, S. Chand & Company, 2002.
  2. Ross Sheldon M., “Introduction to the Theory of Probability”, Elsevier Publication.

 

 

REFERENCES: 
  1. A.M.Goon, M.K.Gupta and B.Das Gupta, “Fundamental of Statistics” Vol I, Calcutta University Press.
  2. B.L. Agarwal, “Basic Statistics”, New Age Publications.
  3. S.P. Gupta, “Statistical Methods”.
  4. Sancheti & Kapoor, “Statistical Methods”.
  5. D.N. Elhance & others “Fundamentals of Statistics”.

 

Academic Year: