Probability, Random Variables, and Data Analytics with Engineering Applications
P. Mohana Shankar
Gebundenes Buch

Probability, Random Variables, and Data Analytics with Engineering Applications

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This book bridges the gap between theory and applications that currently exist in undergraduate engineering probability textbooks. It offers examples and exercises using data (sets) in addition to traditional analytical and conceptual ones. Conceptual topics such as one and two random variables, transformations, etc. are presented with a focus on applications. Data analytics related portions of the book offer detailed coverage of receiver operating characteristics curves, parametric and nonparametric hypothesis testing, bootstrapping, performance analysis of machine vision and clinical diagnos...