Mathematics

Statistics

Measures Of Central Tendency
Arithmetic Mean Or Average, Median and Mode
Definition & Calculation of Arithmetic Mean
  • For discrete data - individual series
  • For discrete or ungrouped frequency distribution
  • For a continuous or grouped frequency distribution
  • Weighted mean/li>
  • Combined mean
  • Properties of Arithmetic Mean
Definition & Calculation of Median
  • For discrete data - individual series
  • For an ungrouped frequency distribution
  • For a grouped frequency distribution
  • Partition values - Quartiles, Deciles and Percentiles
Definition & Calculation of Mode
  • Individual series
  • Discrete series
  • Continuous series
  • Relationship between Mean, Median and Mode
Measures of dispersion
Range, Interquartile range, Q.D. and Coefficient of Q.D.
  • Individual series
  • Discrete series
  • Continuous series
Mean deviation or average deviation
  • Individual series - ungrouped data
  • Grouped data or Frequency distribution
  • Coefficient of mean deviation
Variance and Standard deviation
  • Variance and S.D. for ungrouped data
  • Variance and S.D. of a discrete frequency distribution
  • Variance and S.D. of a continuous frequency distribution
  • Coefficient of Variation
  • Algebraic Properties of Standard deviation
Correlation & Regression
Correlation
Data Types
  • Univariate Data
  • Multivariate Data
  • Bivariate Data
Frequency Distributions
  • Bivariate Frequency Distribution
  • Two way Frequency Tables
Types Of Correlation
  • Perfect Correlation
  • Positive or Direct Correlation
  • Negative or Indirect Correlation
  • Linear and nonlinear correlation
Scatter Or a Dot Diagrams
  • Perfect positive correlation
  • Perfect negative correlation
  • Degree of correlation
  • No correlation
Covariance & A Correlation Coefficient
  • Covariance
  • Correlation Coefficient
  • Karl Pearsons Correlation Coefficient
  • New formula
  • Modified Formula
Coefficient Of Rank Correlation
  • Spearman's method
  • Kendall's method
Regression
Types Of Variables
  • Dependent Variables
  • Independent Variables
Line Of Regression
  • Definition & Obtaining the Regression Line of Y On X
  • Definition & Obtaining the Regression Line of X On Y
  • Theorem : Coefficient of Regression of Y On X
  • Properties of Regression Coefficient
Error Of Prediction
  • Error Of Prediction - Theorem
  • Error Of Prediction - Examples
Probability
Random Experiment and Sample Spaces
Events
  • Types of Events
  • Exhaustive Events and Mutually Exclusive Events
  • Euler's Venn diagrams
  • Probability of an Event
  • Classical and Static definition of Probability
  • Probability of equally likely events
  • Conditional Probability
  • Independent and dependent events
Theorems on Probability
  • Addition theorem on Probability
  • Multiplication theorem on Probability
  • Baye's theorem
Random variables and probability distributions
  • Random variable - Discrete and continuous
  • Probability distributions of random variable
  • Distribution functions
  • Mean, variance and standard deviation of random variable
  • Probability density function
Distributions
Distribution Functions & Mathematical Expectation
Distribution Functions
  • Distribution Functions - Definition
  • Distribution Functions - Problems
Mathematical Expectation
  • Expectation of a Discrete Random Variable
  • Interpretation of E(X)
  • Particular cases
  • Addition Theorem
  • Multiplication Theorem
  • Some More Theorems
Moments, Skewness & Kurtosis
Moments
  • Moments of a variable about a Point ( or an Arbitrary Value )
  • Moments of a variable about the Mean ( Or Central Moments )
  • Express Central Moments in terms of Moments about a Point
  • Express Moments about a Point 'A' in terms of Central Moments
  • Sheppard's Correction - Moments of Grouped Frequency Distribution
  • Effect of Change of origin on Moments
  • Moments - Problems
Skewness
  • Definition
  • Skewed Distribution
  • Positive Skewness
  • Negative Skewness
  • Measures of Skewness
  • Relative Measures of Skewness
  • Skewness - Problems
Kurtosis
  • Definitions of Hump & Kurtosis
  • Kurtosis - Problems
Theoretical probability Distributions
Binomial Distribution
  • Definition & Probability Density Function
  • Conditions for applying the Binomial Theorem
  • Mean, Variance and Standard deviation of Bonomial distribution
  • Recurrence Relation for Binomial Distribution
Poisson Distribution
  • Examples of Events following Poisson Distribution
  • Poisson approximation of Binomial Distribution
  • Mean and Variance of Poisson Distribution
  • Recurrence relation for Poisson Distribution
Normal Distribution
  • PDF of Normal Distribution, Normal Curve & Properties of Normal
  • Standard Normal Distribution Or Z-Distribution
  • Finding the Probability when limits of Standard Normal Variate
  • Normal Distribution - Problems