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Bayesian methods for statistical analysis is a book on statistical methods for analysing a wide variety of data. The book consists of 12 chapters, starting with basic concepts and covering numerous topics, including Bayesian estimation, decision theory, prediction, hypothesis testing, hierarchical models, Markov chain Monte Carlo methods, finite population inference, biased sampling and nonignorable nonresponse. The book contains many exercises, all with worked solutions, including complete computer code. It is suitable for self-study or a semester-long course, with three hours of lectures and one tutorial per week for 13 weeks.
Bayesian statistical decision theory. --- Bayes' solution --- Bayesian analysis --- Statistical decision --- statistics --- mathematics --- bayesian inference --- probability --- Algorithm --- Confidence interval --- Histogram --- Monte Carlo method --- Posterior probability --- Sampling (statistics) --- WinBUGS
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This book contains important technical innovations, including comparative measures for the testable content, depth, and unity of scientific theories.Originally published in 1984.The Princeton Legacy Library uses the latest print-on-demand technology to again make available previously out-of-print books from the distinguished backlist of Princeton University Press. These editions preserve the original texts of these important books while presenting them in durable paperback and hardcover editions. The goal of the Princeton Legacy Library is to vastly increase access to the rich scholarly heritage found in the thousands of books published by Princeton University Press since its founding in 1905.
Science --- Skepticism --- Rationalism --- Knowledge, Theory of --- Philosophy --- -Skepticism --- Scepticism --- Unbelief --- Agnosticism --- Belief and doubt --- Free thought --- Natural science --- Science of science --- Sciences --- Religion --- Deism --- Realism --- Epistemology --- Theory of knowledge --- Psychology --- Knowledge, Theory of. --- Rationalism. --- Skepticism. --- Philosophy. --- Normal science --- Philosophy of science --- wetenschap --- filosofie --- maatschappijkritiek --- Science - Philosophy --- A priori and a posteriori. --- A priori probability. --- Ad hoc. --- Ad hominem. --- Agnosticism. --- Almost surely. --- Analytic–synthetic distinction. --- Anti-realism. --- Antireductionism. --- Asymmetry. --- Atomism. --- Axiom. --- Bayesian probability. --- Bayesian statistics. --- Bayesian. --- Begging the question. --- Certainty. --- Circular reasoning. --- Classical logic. --- Classical physics. --- Contradiction. --- David Hume. --- Deductive reasoning. --- Deductive-nomological model. --- Determinism. --- Dialectician. --- Edmund Husserl. --- Explanation. --- Explanatory power. --- Extrapolation. --- Fair coin. --- Fallibilism. --- Falsifiability. --- Falsity. --- Fideism. --- First principle. --- Form of life (philosophy). --- Free parameter. --- Good and evil. --- Hilary Putnam. --- Holism. --- Hypothesis. --- Idealism. --- Impenetrability. --- Inductive reasoning. --- Inductivism. --- Inference. --- Infinite regress. --- Instance (computer science). --- Is–ought problem. --- J. L. Austin. --- Logical reasoning. --- Lottery paradox. --- Magical thinking. --- Materialism. --- Michael Polanyi. --- Modern physics. --- Modus tollens. --- Mutual exclusivity. --- Neutral monism. --- Occam's razor. --- Ontology. --- Ordinary language philosophy. --- Ought implies can. --- Paradox. --- Persuasive definition. --- Phenomenalism. --- Philosopher. --- Phrenology. --- Possible world. --- Posterior probability. --- Pre-established harmony. --- Prediction. --- Predictive power. --- Premise. --- Probabilism. --- Probability. --- Problem of induction. --- Pseudoscience. --- Pyrrhonism. --- Rationality. --- Reality. --- Reason. --- Received view. --- Reductionism. --- Relativism. --- Requirement. --- Richard Jeffrey. --- Scientific realism. --- Scientific theory. --- Sensationalism. --- Suggestion. --- Tautology (rhetoric). --- Testability. --- Theory. --- Transcendental arguments. --- Truism. --- Verisimilitude. --- Wrong direction.
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