Data analytics : (Record no. 18716)

MARC details
000 -LEADER
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001 - CONTROL NUMBER
control field 21897128
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20220405162043.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 210129s2021 flu 001 0 eng
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2021001775
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780367609504
Qualifying information (hardback)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781003102656
Qualifying information (ebook)
040 ## - CATALOGING SOURCE
Original cataloging agency Indian Institute for Human Settlements-Bangalore
Language of cataloging eng
Description conventions rda
Transcribing agency DLC
Modifying agency IIHS
042 ## - AUTHENTICATION CODE
Authentication code pcc
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 001.42 HUA
Edition number 23
Item number 017995
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Huang, Shuai
Titles and other words associated with a name (Industrial engineer),
Relator term author.
245 10 - TITLE STATEMENT
Title Data analytics :
Remainder of title a small data approach /
Statement of responsibility, etc Shuai Huang & Houtao Deng.
250 ## - EDITION STATEMENT
Edition statement First edition.
263 ## - PROJECTED PUBLICATION DATE
Projected publication date 2105
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Boca Raton :
Name of producer, publisher, distributor, manufacturer CRC Press,
Date of production, publication, distribution, manufacture, or copyright notice 2021.
300 ## - PHYSICAL DESCRIPTION
Extent xiv, 257 pages :
Other physical details illustrations (some color) ;
Dimensions 28 cm.
336 ## - Content type term (R)
Content type term (R) text
Content type code (R) txt
Source (NR) rdacontent
337 ## - Media Type (R)
Media type term (R) unmediated
Media type code (R) n
Source (NR) rdamedia
338 ## - Carrier Type (R)
Carrier type term (R) volume
Carrier type code (R) nc
Source (NR) rdacarrier
500 ## - GENERAL NOTE
General note Includes index.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Abstraction -- Recognition -- Resonance -- Learning (I) -- Diagnosis -- Learning (II) -- Scalability : LASSO & PCA -- Pragmatism -- Synthesis : architecture & pipeline.
520 ## - SUMMARY, ETC.
Summary, etc "Data Analytics: A Small Data Approach is suitable for an introductory data analytics course to help students understand some main statistical learning models. It has many small datasets to guide students to work out pencil solutions of the models and then compare with results obtained from established R packages. Also, as data science practice is a process that should be told as a story, in this book there are many course materials about exploratory data analysis, residual analysis, and flowcharts to develop and validate models and data pipelines. The main models covered in this book include linear regression, logistic regression, tree models and random forests, ensemble learning, sparse learning, principal component analysis, kernel methods including the support vector machine and kernel regression, and deep learning. Each chapter introduces two or three techniques. For each technique, the book highlights the intuition and rationale first, then shows how mathematics is used to articulate the intuition and formulate the learning problem. R is used to implement the techniques on both simulated and real-world dataset. Python code is also available at the book's website: http://dataanalyticsbook.info. Shuai Huang is an associate professor at the department of industrial & systems engineering at the university of Washington. He conducts interdisciplinary research in machine learning, data analytics, and applied operations research with applications on healthcare, manufacturing, and transportation areas. Houtao Deng is a data science researcher and practitioner. He developed several new decision tree methods such as inTrees. He has built data-driven products for forecasting, scheduling, pricing, recommendation, fraud detection, and image recognition"--
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Quantitative research.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Quantitative research
General subdivision Data processing.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element R (Computer program language)
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Python (Computer program language)
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Deng, Houtao,
Relator term author.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Online version:
Main entry heading Huang, Shuai (Industrial engineer).
Title Data analytics
Edition First edition.
Place, publisher, and date of publication Boca Raton : CRC Press, 2021
International Standard Book Number 9781003102656
Record control number (DLC) 2021001776
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
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b cbc
c orignew
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e ecip
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942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Book
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 Cost, normal purchase price Total Checkouts Total Renewals Full call number Barcode Date last seen Date checked out Price effective from Koha item type
    Dewey Decimal Classification     Indian Institute for Human Settlements, Bangalore Indian Institute for Human Settlements, Bangalore 05/04/2022 Educational Supplies, Bangalore/49866/15/02/2022 4945.00 1 4 001.42 HUA 017802 017802 06/05/2024 20/12/2023 05/04/2022 Book