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Mathematical Statistics by Pramod Gupta: A Comprehensive Guide to Probability and Statistics
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: Moments, generating functions, correlation, regression, and curve fitting. : Sampling distributions ( distribution) and estimation techniques. Unique Features
2. Foundations: Probability Spaces and Random Variables
The study begins with a probability space ((\Omega, \mathcalF, P)), where (\Omega) is the sample space, (\mathcalF) a sigma‑algebra of events, and (P) a probability measure. Random variables (X:\Omega\to\mathbbR^k) are measurable functions that map outcomes to numerical values. Their distributions are described either by probability mass functions (discrete case) or probability density functions (continuous case). Unique Features 2
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Mathematical Statistics: Understanding the Foundations of Data Analysis