Description
Open Electives (OE)
Introduction to Basic Statistics – II
UG First Year Programme : Semester II
As Per NEP 2020
(w.e.f. the Academic Year 2024-25)
Syllabus
Module 1 : Elementary Probability Theory 15 Lectures
♦ Definitions : Trial, Random and Non-random Experiment, Sample Point and Sample Space
♦ Definition of An Event and Different Types of Events : Complementary Event, Equally Likely Events, Certain Event, Impossible Event, Independent Events, Mutually Exclusive and Exhaustive Events
♦ Different Definitions of Probability : Classical (Mathematical), Empirical (Statistical) and Axiomatic Definitions of Probability
♦ Conditional Probability
♦ Theorems (Without Proof) and Their Applications :
i.Addition Theorem on Probability for Two and Three Events
ii.Multiplication Theorem on Probability for Two Events
iii.Bayes’ Theorem
Simple Examples Based on All Concepts.
♦ Random Variable : Discrete and Continuous Random Variables
Definition and Properties of Probability Mass Function. Cumulative Distribution Function.
♦ Expectation and Variance of a Random Variable. Theorems and Properties on Expectation and Variance of Random Variables Without Proof.
♦ Raw and Central Moments (Definition Only) and Their Relationship (Up to Order Four)
♦ Joint Probability Mass Function of Two Discrete Random Variables. Covariance.
Module 2 : Correlation and Regression Analysis 15 Lectures
♦ Correlation Analysis : Meaning, Types of Correlation
♦ Scatter Diagram, Product Moment or Karl Pearson’s Correlation Coefficient and Its Properties
♦ Spearman’s Rank Correlation (With and Without Ties)
♦ Concept of Linear Regression, Principle of Least Squares, Fitting of Regression Lines by Method of Least Squares
♦ Properties of Regression Equations
♦ Relation Between Regression Coefficients and Correlation Coefficient
♦ Concept and Use of Coefficient of Determination (R2)
♦ Introduction of Discrete Distributions – Discrete Uniform Distribution, Binomial Distribution, Poisson Distribution and Their Characteristics (Without Proof) Formulae and Their Interpretation
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