Computer intensive methods in statistics /
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 estimat...
Saved in:
Online Access: |
Full text (MCPHS users only) |
---|---|
Main Authors: | , |
Format: | Electronic eBook |
Language: | English |
Published: |
Boca Raton :
CRC Press LLC,
2020
|
Subjects: | |
Local Note: | ProQuest Ebook Central |
MARC
LEADER | 00000cam a2200000 i 4500 | ||
---|---|---|---|
001 | in00000305907 | ||
006 | m o d | ||
007 | cr mn||||||||| | ||
008 | 191130t20192019flua ob 001 0 eng d | ||
005 | 20240703152325.8 | ||
019 | |a 1129168984 |a 1303453079 |a 1415906765 | ||
020 | |a 9780429510946 |q (electronic bk.) | ||
020 | |a 0429510942 |q (electronic bk.) | ||
020 | |a 9780429202322 |q (electronic bk.) | ||
020 | |a 0429202326 |q (electronic bk.) | ||
020 | |a 9780429514371 |q (electronic bk. ; |q EPUB) | ||
020 | |a 0429514379 |q (electronic bk. ; |q EPUB) | ||
020 | |z 9780367194253 |q (hardcover) | ||
020 | |z 0367194252 |q (hardcover) | ||
020 | |z 9780367194239 |q (paperback) | ||
020 | |z 0367194236 |q (paperback) | ||
029 | 1 | |a AU@ |b 000069373969 | |
035 | |a (OCoLC)1129160328 |z (OCoLC)1129168984 |z (OCoLC)1303453079 |z (OCoLC)1415906765 | ||
035 | |a (OCoLC)on1129160328 | ||
037 | |a 9780429202322 |b Taylor & Francis | ||
040 | |a EBLCP |b eng |e rda |e pn |c EBLCP |d TYFRS |d OCLCF |d N$T |d OCLCQ |d OSU |d UKAHL |d YDX |d OCLCQ |d OCLCO |d K6U |d OCLCQ |d SFB |d OCLCQ |d OCLCO |d OCLCL | ||
050 | 4 | |a QA276.4 |b .Z93 2020eb | |
072 | 7 | |a BUS |x 061000 |2 bisacsh | |
072 | 7 | |a COM |x 021030 |2 bisacsh | |
072 | 7 | |a MAT |x 029000 |2 bisacsh | |
072 | 7 | |a UFM |2 bicssc | |
082 | 0 | 4 | |a 519.50285 |2 23 |
100 | 1 | |a Zwanzig, Silvelyn, |e author. | |
245 | 1 | 0 | |a Computer intensive methods in statistics / |c Silvelyn Zwanzig, Uppsala University ; Behrang Mahjani, Icahn School of Medicine at Mount Sinai |
264 | 1 | |a Boca Raton : |b CRC Press LLC, |c [2020] | |
264 | 4 | |c ©2020 | |
300 | |a 1 online resource (xiii, 212 pages) : |b illustrations | ||
336 | |a text |b txt |2 rdacontent | ||
337 | |a computer |b c |2 rdamedia | ||
338 | |a online resource |b cr |2 rdacarrier | ||
504 | |a Includes bibliographical references and index | ||
505 | 0 | |a Random variable generation -- Monte Carlo methods -- Bootstrap -- Simulation based methods -- Density estimation -- Nonparametric regression | |
520 | |a 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 | ||
545 | 0 | |a 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. | |
588 | 0 | |a Print version record | |
590 | |a ProQuest Ebook Central |b Ebook Central Academic Complete | ||
650 | 0 | |a Statistics |x Data processing. | |
700 | 1 | |a Mahjani, Behrang, |e author. | |
758 | |i has work: |a Computer intensive methods in statistics (Text) |1 https://id.oclc.org/worldcat/entity/E39PCH8QWgxg7vcfkHmw9yGvHC |4 https://id.oclc.org/worldcat/ontology/hasWork | ||
776 | 0 | 8 | |i Print version: |a Zwanzig, Silvelyn. |t Computer intensive methods in statistics. |d Boca Raton, FL : CRC Press, Taylor & Francis Group, [2020] |z 9780367194253 |w (DLC) 2019042621 |w (OCoLC)1129685692 |
852 | |b E-Collections |h ProQuest | ||
856 | 4 | 0 | |u https://ebookcentral.proquest.com/lib/mcphs/detail.action?docID=5986246 |z Full text (MCPHS users only) |t 0 |
938 | |a Askews and Holts Library Services |b ASKH |n AH36630546 | ||
938 | |a Askews and Holts Library Services |b ASKH |n AH36630532 | ||
938 | |a ProQuest Ebook Central |b EBLB |n EBL5986246 | ||
938 | |a EBSCOhost |b EBSC |n 2323250 | ||
938 | |a YBP Library Services |b YANK |n 16560970 | ||
947 | |a FLO |x pq-ebc-base | ||
999 | f | f | |s 5d94163b-6431-4f9e-b56b-28d6f8aba858 |i 969a6351-7c08-4f11-a14e-02f53dbc8287 |t 0 |
952 | f | f | |a Massachusetts College of Pharmacy and Health Sciences |b Online |c Online |d E-Collections |t 0 |e ProQuest |h Other scheme |
856 | 4 | 0 | |t 0 |u https://ebookcentral.proquest.com/lib/mcphs/detail.action?docID=5986246 |y Full text (MCPHS users only) |