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The twenty-first century has seen a breathtaking expansion of statistical methodology, both in scope and in influence. 'Big data', 'data science', and 'machine learning' have become familiar terms in the news, as statistical methods are brought to bear upon the enormous data sets of modern science and commerce. How did we get here? And where are we going? This book takes us on an exhilarating journey through the revolution in data analysis following the introduction of electronic computation in the 1950s. Beginning with classical inferential theories - Bayesian, frequentist, Fisherian - individual chapters take up a series of influential topics: survival analysis, logistic regression, empirical Bayes, the jackknife and bootstrap, random forests, neural networks, Markov chain Monte Carlo, inference after model selection, and dozens more. The distinctly modern approach integrates methodology and algorithms with statistical inference. The book ends with speculation on the future direction of statistics and data science.
Information systems --- Mathematical statistics --- Quantitative methods (economics) --- Statistik --- Statistische Schlussweise --- Massendaten --- Statistique mathématique --- Data processing. --- Informatique --- Data processing --- Statistique mathématique --- Mathematical statistics - Data processing
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Une introduction au logiciel R pour permettre aux étudiants en psychologie de maîtriser le traitement et l'analyse des données statistiques. Avec des fiches de procédure, des organigrammes, des tests et des captures d'écran. ©Electre 2016
R (logiciel) --- Psychologie --- Méthodes statistiques --- Computer software --- Statistics --- Logiciels --- Statistique --- R (Computer program language) --- Data processing --- Informatique --- Informatique. --- Mathematical statistics --- Statistics as Topic --- Data Interpretation, Statistical --- Mathematical Computing --- Internship and Residency --- methods --- Statistics - Data processing --- Mathematical statistics - Data processing --- Statistics as Topic - methods
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