TY - BOOK AU - Weihs,Claus AU - Mersmann,Olaf AU - Ligges,Uwe TI - Foundations of statistical algorithms: with reference to R packages T2 - Chapman & Hall/CRC computational science and data analysis series SN - 9781439878859 (hardback) U1 - 000SA.055 23 PY - 2014/// CY - Boca Raton PB - CRC Press KW - Statistics KW - Data processing KW - Algorithms KW - MATHEMATICS / Probability & Statistics / General N1 - Includes bibliographical references (pages 449-465) and index; 1. Introduction-- 2. Computation-- 3. Verification-- 4. Iteration-- 5. Deduction of theoretical properties-- 6. Randomization-- 7. Repetition-- 8. Scalability and parallelization-- Bibliography-- Index N2 - "Reviewing the historical development of basic algorithms to illuminate the evolution of today's more powerful statistical algorithms, this comprehensive textbook emphasizes recurring themes in all statistical algorithms including computation, assessment and verification, iteration, intuition, randomness, repetition and parallelization, and scalability. Unique in scope, it touches on topics not usually covered in similar books, namely, systematic verification and the scaling of many established techniques to very large databases. Broadly accessible, it offers examples, exercises, and selected solutions in each chapter as well as access to a supplementary website."-- ER -