Statistical Inference By Manoj Kumar Srivastava Pdf -

Using sample data to calculate a specific value (point estimation) or a range of values (interval estimation) that likely represents the true population parameter.

A significant portion of the book focuses on . It provides a detailed account of theorems and results, including:

Analysis of variance lower bounds like Cramer-Rao , Bhattacharyya , and Chapman-Robbins-Kiefer . Statistical Inference By Manoj Kumar Srivastava Pdf

: The most widely used method, maximizing the likelihood function of the sample.

Determining the likely value of a population parameter (such as a mean or proportion) using point estimators or confidence intervals. Using sample data to calculate a specific value

For example:

Hypothesis testing provides a framework for deciding whether sample evidence supports a specific claim about a population. The book covers: Null ( H0cap H sub 0 ) and Alternative ( H1cap H sub 1 : The most widely used method, maximizing the

Each abstract theoretical concept is immediately followed by concrete, solved numerical examples. This helps students map complex algebraic equations to real data scenarios.

This volume is a masterclass in its own right, presenting a holistic and thorough treatment of estimation theory.