Statistical learning for biomedical data / (Record no. 3904)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 06939cam a2200349 a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20241101152512.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 100810s2011 enka b 001 0 eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780521875806 |
| Qualifying information | (hbk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 0521875803 |
| Qualifying information | (hbk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780521699099 |
| Qualifying information | (pbk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 0521699096 |
| Qualifying information | (pbk.) |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | KUSN |
| Language of cataloging | eng |
| Transcribing agency | KUSN |
| Description conventions | rda |
| 060 10 - NATIONAL LIBRARY OF MEDICINE CALL NUMBER | |
| Classification number | WA 950 M253 2011 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Malley, James D |
| 9 (RLIN) | 5416 |
| 245 10 - TITLE STATEMENT | |
| Title | Statistical learning for biomedical data / |
| Statement of responsibility, etc | James D. Malley, Karen G. Malley, Sinisa Pajevic |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | Cambridge : |
| Name of publisher, distributor, etc | Cambridge University Press, |
| Date of publication, distribution, etc | 2011 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xii, 285 p. : |
| Other physical details | illustrations; |
| Dimensions | 26cm. |
| 490 1# - SERIES STATEMENT | |
| Series statement | Practical guides to biostatistics and epidemiology |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes bibliographical references and index |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | CONTENTS Part I. Introduction Part II. A machine toolkit Part III. Analysis fundamentals Part IV. Machine strategies |
| 505 00 - FORMATTED CONTENTS NOTE | |
| Miscellaneous information | Part I. |
| Title | Introduction -- |
| Miscellaneous information | 1. |
| Title | Prologue -- |
| Miscellaneous information | 1.1. |
| Title | Machines that learn -- some recent history -- |
| Miscellaneous information | 1.2. |
| Title | Twenty canonical questions -- |
| Miscellaneous information | 1.3. |
| Title | Outline of the book -- |
| Miscellaneous information | 1.4. |
| Title | A comment about example datasets -- |
| Miscellaneous information | 1.5. |
| Title | Software -- |
| Miscellaneous information | 2. |
| Title | The landscape of learning machines -- |
| Miscellaneous information | 2.1. |
| Title | Introduction -- |
| Miscellaneous information | 2.2. |
| Title | Types of data for learning machines -- |
| Miscellaneous information | 2.3. |
| Title | Will that be supervised or unsupervised? -- |
| Miscellaneous information | 2.4. |
| Title | An unsupervised example -- |
| Miscellaneous information | 2.5. |
| Title | More lack of supervision -- where are the parents? -- |
| Miscellaneous information | 2.6. |
| Title | Engines, complex and primitive -- |
| Miscellaneous information | 2.7. |
| Title | Model richness means what, exactly? -- |
| Miscellaneous information | 2.8. |
| Title | Membership or probability of membership? -- |
| Miscellaneous information | 2.9. |
| Title | A taxonomy of machines? -- |
| Miscellaneous information | 2.10. |
| Title | A note of caution -- one of many -- |
| Miscellaneous information | 2.11. |
| Title | Highlights from the theory -- |
| Miscellaneous information | 3. |
| Title | A mangle of machines -- |
| Miscellaneous information | 3.1. |
| Title | Introduction -- |
| Miscellaneous information | 3.2. |
| Title | Linear regression -- |
| Miscellaneous information | 3.3. |
| Title | Logistic regression -- |
| Miscellaneous information | 3.4. |
| Title | Linear discriminant -- |
| Miscellaneous information | 3.5. |
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| 520 ## - SUMMARY, ETC. | |
| Summary, etc | "This book is for anyone who has biomedical data and needs to identify variables that predict an outcome, for two-group outcomes such as tumor/not-tumor, survival/death, or response from treatment. Statistical learning machines are ideally suited to these types of prediction problems, especially if the variables being studied may not meet the assumptions of traditional techniques. Learning machines come from the world of probability and computer science but are not yet widely used in biomedical research."--Publisher's website |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Medical statistics |
| General subdivision | Data processing |
| 9 (RLIN) | 5417 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Biometry |
| General subdivision | Data processing |
| 9 (RLIN) | 5418 |
| 650 12 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data Interpretation, Statistical |
| 9 (RLIN) | 5419 |
| 650 22 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Models, Statistical |
| 9 (RLIN) | 5420 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Malley, Karen G |
| 9 (RLIN) | 5421 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Pajevic, Sinisa |
| 9 (RLIN) | 5422 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | Practical guides to biostatistics and epidemiology |
| 9 (RLIN) | 5423 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | |
| Koha item type | Books |
| Price effective from | Date last seen | Permanent Location | Not for loan | Date acquired | Source of classification or shelving scheme | Koha item type | Lost status | Withdrawn status | Copy number | Source of acquisition | Shelving location | Damaged status | Barcode | Current Location | Public note | Full call number |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024-11-01 | 2024-11-01 | KAMPALA UNIVERSITY NURSING SCHOOL | 2024-11-01 | Books | 1 | PURCHASE | General Section | 3568 | KAMPALA UNIVERSITY NURSING SCHOOL | Accessible | WA950 M253 2011 | |||||
| 2024-11-01 | 2024-11-01 | KAMPALA UNIVERSITY NURSING SCHOOL | 2024-11-01 | Books | 2 | PURCHASE | General Section | 3567 | KAMPALA UNIVERSITY NURSING SCHOOL | item available in hard copy | WA950 M253 2011 | |||||
| 2024-11-01 | 2024-11-01 | KAMPALA UNIVERSITY NURSING SCHOOL | 2024-11-01 | Books | 3 | PURCHASE | General Section | 3570 | KAMPALA UNIVERSITY NURSING SCHOOL | item available in hard copy | WA950 M253 2011 | |||||
| 2024-11-01 | 2024-11-01 | KAMPALA UNIVERSITY NURSING SCHOOL | 2024-11-01 | Books | 4 | PURCHASE | General Section | 3569 | KAMPALA UNIVERSITY NURSING SCHOOL | item available in hard copy | WA950 M253 2011 | |||||
| 2024-11-01 | 2024-11-01 | KAMPALA UNIVERSITY NURSING SCHOOL | 2024-11-01 | Books | 5 | PURCHASE | General Section | 3571 | KAMPALA UNIVERSITY NURSING SCHOOL | item available in hard copy | WA950 M253 2011 |