| 000 -LEADER |
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| fixed length control field |
nam a22 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
240216b xxu||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9780367194239 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
519.50285 |
| Item number |
ZWA |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Zwanzig, Silvelyn |
| 245 ## - TITLE STATEMENT |
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| Title |
Computer intensive methods in statistics |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
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| Name of publisher, distributor, etc |
CRC Press, |
| Place of publication, distribution, etc |
Boca Raton : |
| Date of publication, distribution, etc |
2020 |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
xiii, 212 p. ; |
| Other physical details |
ill., |
| Dimensions |
23 cm. |
| 365 ## - TRADE PRICE |
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| Price amount |
52.99 |
| Price type code |
₤ |
| Unit of pricing |
110.20 |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
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| Bibliography, etc |
Includes bibliographical references and index. |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc |
This textbook gives an overview of statistical methods that have been developed during the last years due to increasing computer use, including random number generators, Monte Carlo methods, Markov Chain Monte Carlo (MCMC) methods, Bootstrap, EM algorithms, SIMEX, variable selection, density estimators, kernel estimators, orthogonal and local polynomial estimators, wavelet estimators, splines, and model assessment. Computer Intensive Methods in Statistics is written for students at graduate level, but can also be used by practitioners. Features Presents the main ideas of computer-intensive statistical methods Gives the algorithms for all the methods Uses various plots and illustrations for explaining the main ideas Features the theoretical backgrounds of the main methods. Includes R codes for the methods and examples Silvelyn Zwanzig is an Associate Professor for Mathematical Statistics at Uppsala University. She studied Mathematics at the Humboldt- University in Berlin. Before coming to Sweden, she was Assistant Professor at the University of Hamburg in Germany. She received her Ph.D. in Mathematics at the Academy of Sciences of the GDR. Since 1991, she has taught Statistics for undergraduate and graduate students. Her research interests have moved from theoretical statistics to computer intensive statistics. Behrang Mahjani is a postdoctoral fellow with a Ph.D. in Scientific Computing with a focus on Computational Statistics, from Uppsala University, Sweden. He joined the Seaver Autism Center for Research and Treatment at the Icahn School of Medicine at Mount Sinai, New York, in September 2017 and was formerly a postdoctoral fellow at the Karolinska Institutet, Stockholm, Sweden. His research is focused on solving large-scale problems through statistical and computational methods. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name as entry element |
Mathematical statistics |
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| Topical term or geographic name as entry element |
Trial distribution |
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| Topical term or geographic name as entry element |
SIMEX |
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| Topical term or geographic name as entry element |
Random numbers |
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| Topical term or geographic name as entry element |
Normal distribution |
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| Topical term or geographic name as entry element |
Markov chain |
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| Topical term or geographic name as entry element |
Monte Carlo methods |
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| Topical term or geographic name as entry element |
Importance sampling |
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| Topical term or geographic name as entry element |
kernel density estimator |
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| Topical term or geographic name as entry element |
Cauchy distribution |
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| Topical term or geographic name as entry element |
Confidence interval |
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| Topical term or geographic name as entry element |
F-statistic |
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| Topical term or geographic name as entry element |
Empirical distribution function |
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| Topical term or geographic name as entry element |
EM algorithm |
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Data processing |
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| Topical term or geographic name as entry element |
Random variable generation |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Mahjani, Behrang |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Source of classification or shelving scheme |
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| Item type |
Books |