Probability and Statistics Made Easy

Pasquale De Marco

Maison d'édition: Publishdrive

Synopsis

Embark on a journey through the captivating world of probability and statistics with this comprehensive and accessible introduction. Delve into the fundamentals of probability theory, including sample spaces, events, axioms of probability, conditional probability, and Bayes' theorem, gaining a deep understanding of how random phenomena behave and how to make predictions based on limited information.Discover the world of random variables, exploring probability mass functions and probability density functions, which describe the distribution of random variables. Learn about expected value, variance, and other crucial characteristics of random variables, unlocking insights into the behavior of uncertain quantities.Master the art of statistical inference, employing data to draw informed conclusions about a larger population. Explore point estimation, interval estimation, hypothesis testing, and goodness-of-fit tests, enabling you to make reliable decisions based on sample data and assess the validity of your findings.Delve into the realm of regression analysis, a powerful tool for modeling and comprehending the relationship between variables. Investigate simple linear regression, multiple linear regression, logistic regression, model selection, and residual analysis, empowering you to uncover hidden patterns and make accurate predictions.Venture into the fascinating domain of time series analysis, delving into the study of data collected over time. Learn about stationarity, ergodicity, ARIMA models, forecasting, spectral analysis, and the diverse applications of time series analysis, enabling you to analyze and predict trends and patterns in dynamic data.Conclude your journey by exploring advanced topics in probability and statistics, including non-parametric statistics, decision theory, game theory, information theory, and statistical learning. Discover the cutting-edge research and wide-ranging applications of these specialized areas, expanding your understanding of probability and statistics and preparing you for further exploration in these dynamic fields.If you like this book, write a review!

Disponible depuis: 02/06/2025.

Longueur d'impression: 161 pages.

Science et Technologie

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