Foundations of statistical algorithms : with reference to R packages / Claus Weihs, Olaf Mersmann and Uwe Ligges.
Material type:
TextSeries: Chapman & Hall/CRC computational science and data analysis seriesPublication details: Boca Raton : CRC Press, c2014.Description: xxv, 473 p. : illustrations ; 24 cmISBN: - 9781439878859 (hardback)
- 000SA.055 23 W419
| Item type | Current library | Call number | Status | Date due | Barcode | Item holds | |
|---|---|---|---|---|---|---|---|
| Books | ISI Library, Kolkata | 000SA.055 W419 (Browse shelf(Opens below)) | Available | 135464 |
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| 000SA.055 Su955 Statistical learning and data science / | 000SA.055 Ug26 Probability and statistics with R / | 000SA.055 V574 Using R for introductory statistics / | 000SA.055 W419 Foundations of statistical algorithms : | 000SA.055 W423 Statistics using IBM SPSS : | 000SA.055 W637 Advanced R / | 000SA.056=397 N712 Avrundning och rekonstruktion av frekvenser |
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.
"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."--
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