MARC details
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05690cam a2200697 i 4500 |
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on1156089629 |
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OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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20250703133514.0 |
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m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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cr |n||||||||| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
200603s2020 sz o 000 0 eng d |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
YDX |
| Language of cataloging |
eng |
| Description conventions |
rda |
| -- |
pn |
| Transcribing agency |
YDX |
| Modifying agency |
GW5XE |
| -- |
EBLCP |
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UX0 |
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VT2 |
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UKMGB |
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OCLCF |
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UKAHL |
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OCLCO |
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OCLCQ |
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COM |
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OCLCO |
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GUA |
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OCLCQ |
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OCLCO |
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S9M |
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OCLCL |
| 015 ## - NATIONAL BIBLIOGRAPHY NUMBER |
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| National bibliography number |
GBC080332 |
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bnb |
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| Record control number |
019816979 |
| Source |
Uk |
| 019 ## - |
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| -- |
1157096322 |
| -- |
1159692289 |
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1162739164 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783030425531 |
| Qualifying information |
(electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
3030425533 |
| Qualifying information |
(electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783030425548 |
| Qualifying information |
(print) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
3030425541 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| Canceled/invalid ISBN |
3030425525 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| Canceled/invalid ISBN |
9783030425524 |
| 024 7# - OTHER STANDARD IDENTIFIER |
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| Standard number or code |
10.1007/978-3-030-42553-1 |
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doi |
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AU@ |
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000067227323 |
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AU@ |
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000068658857 |
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AU@ |
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000068808393 |
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UKMGB |
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019816979 |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
(OCoLC)1156089629 |
| Canceled/invalid control number |
(OCoLC)1157096322 |
| -- |
(OCoLC)1159692289 |
| -- |
(OCoLC)1162739164 |
| 037 ## - SOURCE OF ACQUISITION |
|---|
| Stock number |
com.springer.onix.9783030425531 |
| Source of stock number/acquisition |
Springer Nature |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
QA279.5 |
| Item number |
.C374 2020 |
| 072 #7 - SUBJECT CATEGORY CODE |
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| Subject category code |
PBTB |
| Source |
bicssc |
| 072 #7 - SUBJECT CATEGORY CODE |
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| Subject category code |
MAT029010 |
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bisacsh |
| 072 #7 - SUBJECT CATEGORY CODE |
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| Subject category code |
PBTB |
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thema |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
519.5/42 |
| Edition number |
23 |
| 049 ## - LOCAL HOLDINGS (OCLC) |
|---|
| Holding library |
MAIN |
| 245 00 - TITLE STATEMENT |
|---|
| Title |
Case studies in applied Bayesian data science : |
| Remainder of title |
CIRM Jean-Morlet Chair, Fall 2018 / |
| Statement of responsibility, etc. |
Kerrie L. Mengersen, Pierre Pudlo, Christian P. Robert, editors. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Cham : |
| Name of producer, publisher, distributor, manufacturer |
Springer, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2020. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 online resource |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
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txt |
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rdacontent |
| 337 ## - MEDIA TYPE |
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| Media type term |
computer |
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c |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
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| Carrier type term |
online resource |
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cr |
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rdacarrier |
| 347 ## - DIGITAL FILE CHARACTERISTICS |
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| File type |
text file |
| 347 ## - DIGITAL FILE CHARACTERISTICS |
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PDF |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Lecture notes in mathematics, |
| International Standard Serial Number |
0075-8434 ; |
| Volume/sequential designation |
2259 |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Presenting a range of substantive applied problems within Bayesian Statistics along with their Bayesian solutions, this book arises from a research program at CIRM in France in the second semester of 2018, which supported Kerrie Mengersen as a visiting Jean-Morlet Chair and Pierre Pudlo as the local Research Professor. The field of Bayesian statistics has exploded over the past thirty years and is now an established field of research in mathematical statistics and computer science, a key component of data science, and an underpinning methodology in many domains of science, business and social science. Moreover, while remaining naturally entwined, the three arms of Bayesian statistics, namely modelling, computation and inference, have grown into independent research fields. While the research arms of Bayesian statistics continue to grow in many directions, they are harnessed when attention turns to solving substantive applied problems. Each such problem set has its own challenges and hence draws from the suite of research a bespoke solution. The book will be useful for both theoretical and applied statisticians, as well as practitioners, to inspect these solutions in the context of the problems, in order to draw further understanding, awareness and inspiration. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
Part I Surveys. -- Introduction. -- A Survey of Bayesian Statistical Approaches for Big Data. -- Bayesian Neural Networks: An Introduction and Survey. -- Markov Chain Monte Carlo Algorithms for Bayesian Computation, a Survey and Some Generalisation. -- Bayesian Variable Selection. -- Bayesian Computation with Intractable Likelihoods. -- Part II Real World Case Studies in Health. -- A Bayesian Hierarchical Approach to Jointly Model Cortical Thickness and Covariance Networks. -- Bayesian Spike Sorting: Parametric and Nonparametric Multivariate Gaussian MixtureModels. -- Spatio-Temporal Analysis of Dengue Fever in Makassar Indonesia: A Comparison of Models Based on CARBayes. -- A Comparison of Bayesian Spatial Models for Cancer Incidence at a Small Area Level: Theory and Performance. -- An Ensemble Approach to Modelling the Combined Effect of Risk Factors on Age at Parkinson's Disease Onset. -- Workplace Health and Workplace Wellness: Synergistic or Disconnected?. -- Bayesian Modelling to Assist Inference on Health Outcomes in Occupational Health Surveillance. Part III Real World Case Studies in Ecology. -- Bayesian Networks for Understanding Human-Wildlife Conflict in Conservation. -- Bayesian Learning of Biodiversity Models Using Repeated Observations. -- Thresholds of Coral Cover That Support Coral Reef Biodiversity. -- Application of Bayesian Mixture Models to Satellite Images and Estimating the Risk of Fire-Ant Incursion in the Identified Geographical Cluster. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Bayesian statistical decision theory. |
| 9 (RLIN) |
960 |
| 650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Théorie de la décision bayésienne. |
| 9 (RLIN) |
969919 |
| 650 07 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Decisión bayesiana, Teoría de la |
| Source of heading or term |
embucm |
| 9 (RLIN) |
974222 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Bayesian statistical decision theory |
| Source of heading or term |
fast |
| 9 (RLIN) |
960 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Mengerson, Kerrie L., |
| Relator term |
editor. |
| 9 (RLIN) |
212186 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Pudlo, Pierre, |
| Relator term |
editor. |
| 9 (RLIN) |
212187 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Robert, Christian P., |
| Dates associated with a name |
1961- |
| Relator term |
editor. |
| -- |
https://id.oclc.org/worldcat/entity/E39PBJvxtCGQCFTQpWgvtWJ7HC |
| 9 (RLIN) |
212188 |
| 758 ## - |
|---|
| -- |
has work: |
| -- |
Case studies in applied bayesian data science (Text) |
| -- |
https://id.oclc.org/worldcat/entity/E39PCG7bfcXmvPkbpGbCftmCBd |
| -- |
https://id.oclc.org/worldcat/ontology/hasWork |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| Title |
Case studies in applied Bayesian data science. |
| Place, publisher, and date of publication |
Cham : Springer, 2020 |
| International Standard Book Number |
3030425525 |
| -- |
9783030425524 |
| Record control number |
(OCoLC)1139886825 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Lecture notes in mathematics (Springer-Verlag) ; |
| Volume number/sequential designation |
2259. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="https://link-springer-com.libraryproxy.ist.ac.at/10.1007/978-3-030-42553-1">https://link-springer-com.libraryproxy.ist.ac.at/10.1007/978-3-030-42553-1</a> |
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Askews and Holts Library Services |
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ASKH |
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AH37527762 |
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ProQuest Ebook Central |
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EBLB |
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EBL6210912 |
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YBP Library Services |
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YANK |
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301295650 |
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92 |
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ATIST |