Savitribai Phule Pune University, Pune

Jayakar Knowledge Resource Centre

Bayesian econometric modelling for big data / (Record no. 613166)

MARC details
000 -LEADER
fixed length control field 02827cam a22003618i 4500
001 - CONTROL NUMBER
control field 24144208
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251231124952.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 250408s2025 flu b 001 0 eng
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2024057171
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781032915258 (hbk.)
035 ## - SYSTEM CONTROL NUMBER
System control number 24144208
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Language of cataloging eng
Description conventions rda
Transcribing agency JKRC
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 519.542
Edition number 23
Item number QIA.H
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Qian, Hang.
Relator term author.
9 (RLIN) 38213
245 10 - TITLE STATEMENT
Title Bayesian econometric modelling for big data /
Statement of responsibility, etc. by Hang Qian.
Medium English.
250 ## - EDITION STATEMENT
Edition statement 1st.
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Boca Raton, FL :
Name of publisher, distributor, etc. CRC Press Taylor & Francis Group,
Date of publication, distribution, etc. 2025.
300 ## - PHYSICAL DESCRIPTION
Extent xix, 466 p. ;
Dimensions 26 cm.
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term unmediated
Media type code n
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term volume
Carrier type code nc
Source rdacarrier
365 ## - TRADE PRICE
Price amount 96.99
Currency code Pound
490 0# - SERIES STATEMENT
Series statement Chapman and Hall/CRC Series on Statistics in Business and Economics
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references and index.
520 ## - SUMMARY, ETC.
Summary, etc. "This book delves into scalable Bayesian statistical methods designed to tackle the challenges posed by big data. It explores a variety of divide-and-conquer and subsampling techniques, seamlessly integrating these scalable methods into a broad spectrum of econometric models. In addition to its focus on big data, the book introduces novel concepts within traditional statistics, such as the summation, subtraction, and multiplication of conjugate distributions. These arithmetic operators conceptualize pseudo data in the conjugate prior, sufficient statistics that determine the likelihood, and the posterior as a balance between data and prior information, adding an intriguing dimension to Bayesian analysis. This book also offers a deep dive into Bayesian computation. Given the intricacies of floating-point representation of real numbers, computer programs can sometimes yield unexpected or theoretically impossible results. Drawing from his experience as a senior statistical software developer, the author shares valuable strategies for designing numerically stable algorithms. The book is an essential resource for a diverse audience: graduate students seeking foundational knowledge in Bayesian econometric models, early-career statisticians eager to explore cutting-edge advancements in scalable Bayesian methods, data analysts struggling with out-of-memory challenges in large datasets, and statistical software users and developers striving to program with efficiency and numerical stability"--
Assigning source Provided by publisher.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Bayesian statistical decision theory.
9 (RLIN) 36784
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Big data.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Online version:
Main entry heading Qian, Hang.
Title Bayesian econometric modelling for big data
Place, publisher, and date of publication Boca Raton, FL : CRC Press, 2025
International Standard Book Number 9781003564027
Record control number (DLC) 2024057172
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
a 7
b cbc
c orignew
d 1
e ecip
f 20
g y-gencatlg
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type Books
Edition 23
Suppress in OPAC No
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Date acquired Source of acquisition Inventory number Total Checkouts Full call number Barcode Date last seen Cost, replacement price Price effective from Koha item type Public note
          Jayakar Knowledge Resource Centre Jayakar Knowledge Resource Centre 31/12/2025 Bombay Books, 435 / 24-11-2025 523043   519.542 QIA.H 523043 31/12/2025 96.99 31/12/2025 Books 96.99 Pound

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