Computer age statistical inference (Record no. 558493)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01924 a2200265 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250401150644.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 180130b xxu||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781107149892 |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | IIT Kanpur |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 519.50285 |
| Item number | Ef78c |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Efron, Bradley |
| 245 ## - TITLE STATEMENT | |
| Title | Computer age statistical inference |
| Remainder of title | algorithms, evidence and data science |
| Statement of responsibility, etc | Bradley Efron [and] Trevor Hastie |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher | Cambridge University Press |
| Year of publication | 2016 |
| Place of publication | New York |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xix,475p. |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE | |
| Title | Institute of mathematical statistics monographs |
| 490 ## - SERIES STATEMENT | |
| Series statement | / edited by D. R. Cox ...[et al.] |
| 500 ## - GENERAL NOTE | |
| General note | Includes bibliographical references and indexes |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | The twenty-first century has seen a breathtaking expansion of statistical methodology, both in scope and in influence. 'Big data', 'data science', and 'machine learning' have become familiar terms in the news, as statistical methods are brought to bear upon the enormous data sets of modern science and commerce. How did we get here? And where are we going? This book takes us on an exhilarating journey through the revolution in data analysis following the introduction of electronic computation in the 1950s. Beginning with classical inferential theories - Bayesian, frequentist, Fisherian - individual chapters take up a series of influential topics: survival analysis, logistic regression, empirical Bayes, the jackknife and bootstrap, random forests, neural networks, Markov chain Monte Carlo, inference after model selection, and dozens more. The distinctly modern approach integrates methodology and algorithms with statistical inference. The book ends with speculation on the future direction of statistics and data science. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Mathematical statistics -- Data processing |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Mathematical statistics |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine learning -- Statistical methods |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hastie, Trevor |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Books |
| Withdrawn status | Lost status | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Cost, replacement price | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| General Stacks | PK Kelkar Library, IIT Kanpur | PK Kelkar Library, IIT Kanpur | 13/02/2018 | 8 | 3304.66 | 519.50285 Ef78c | A183520 | 4130.82 | Books |