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Statistics in the 21st Century
This volume discusses an important area of statistics and highlights the most important statistical advances. It is divided into four sections: statistics in the life and medical sciences, business and social science, the physical sciences and engineering, and theory and methods of statistics.
Model-Based Clustering and Classification for Data Science
Colorful example-rich introduction to the state-of-the-art for students in data science, as well as researchers and practitioners.
Model-Based Clustering, Classification, and Density Estimation Using mclust in R
Model-Based Clustering, Classification, and Denisty Estimation Using mclust in R Model-based clustering and classification methods provide a systematic statistical approach to clustering, classification, and density estimation via mixture modeling. The model-based framework allows the problems of choosing or developing an appropriate clustering or classification method to be understood within the context of statistical modeling. The mclust package for the statistical environment R is a widely adopted platform implementing these model-based strategies. The package includes both summary and visual functionality, complementing procedures for estimating and choosing models. Key features of the b...
Finite Mixture Models
An up-to-date, comprehensive account of major issues in finitemixture modeling This volume provides an up-to-date account of the theory andapplications of modeling via finite mixture distributions. With anemphasis on the applications of mixture models in both mainstreamanalysis and other areas such as unsupervised pattern recognition,speech recognition, and medical imaging, the book describes theformulations of the finite mixture approach, details itsmethodology, discusses aspects of its implementation, andillustrates its application in many common statisticalcontexts. Major issues discussed in this book include identifiabilityproblems, actual fitting of finite mixtures through use of the EM...
Bayesian Analysis for the Social Sciences
Bayesian methods are increasingly being used in the social sciences, as the problems encountered lend themselves so naturally to the subjective qualities of Bayesian methodology. This book provides an accessible introduction to Bayesian methods, tailored specifically for social science students. It contains lots of real examples from political science, psychology, sociology, and economics, exercises in all chapters, and detailed descriptions of all the key concepts, without assuming any background in statistics beyond a first course. It features examples of how to implement the methods using WinBUGS – the most-widely used Bayesian analysis software in the world – and R – an open-source statistical software. The book is supported by a Website featuring WinBUGS and R code, and data sets.
Analyzing Inequality
An examination of the state of the art in stratification research, looking at data, methods, theory, and new empirical findings in social inequality, life course, and cross-national comparative sociology.
101 Ways to Save Money on Your Tax - Legally! 2021 - 2022
101 WAYS TO SAVE MONEY ON YOUR TAX LEGALLY THIS BOOK IS YOUR FIRST TAX DEDUCTION! WHY PAY MORE TAX THAN YOU HAVE TO? 101 Ways to Save Money on Your Tax – Legally! 2021-22 is the only tax guide you will need this year. Whether you’re submitting online or through your tax professional, Adrian Raftery, aka Mr Taxman, takes you step-by-step through the changes in the May 2021 budget, including the latest updates to COVID-19 pandemic government relief measures, tips for cryptocurrency trading, tax obligations for crowdfunding as a business activity and the use of private ancillary funds. No matter what your age or income, this helpful guide offers tips for all taxpayers including: employees business owners students families superannuation fund members investors with interests in rental properties and share portfolios. With 101 Ways to Save Money on Your Tax – Legally! 2021-22, avoid the common mistakes that cost taxpayers every year, get answers to the most frequently asked questions and discover essential money-saving tax tips for the 2021-2022 tax year.
