MARC details
| 000 -LEADER |
|---|
| fixed length control field |
04023cam a22004457i 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
23306575 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
CSPC |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250908120505.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
230905t20232023enka b 001 0 eng d |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
|---|
| LC control number |
2023279268 |
| 015 ## - NATIONAL BIBLIOGRAPHY NUMBER |
|---|
| National bibliography number |
GBC285151 |
| Source |
bnb |
| 016 7# - NATIONAL BIBLIOGRAPHIC AGENCY CONTROL NUMBER |
|---|
| Record control number |
020584938 |
| Source |
Uk |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780128242711 |
| Qualifying information |
(pbk) |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
23306575 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)1286790517 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
YDX |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
YDX |
| Modifying agency |
BDX |
| -- |
UKMGB |
| -- |
OCLCF |
| -- |
SISPL |
| -- |
CTL |
| -- |
FIE |
| -- |
DLC |
| -- |
CSPC |
| 042 ## - AUTHENTICATION CODE |
|---|
| Authentication code |
lccopycat |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
HF1008 |
| Item number |
.F38 2023 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
658.05631 |
| Item number |
F278d |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Fávero, Luiz Paulo, |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Data science, analytics and machine learning with R / |
| Statement of responsibility, etc. |
Luiz Paulo Fávero, Patrícia Belfiore, and Rafael de Freitas Souza. |
| 250 ## - EDITION STATEMENT |
|---|
| Edition statement |
First edition. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
London, United Kingdom ; |
| -- |
San Diego, California : |
| Name of producer, publisher, distributor, manufacturer |
Academic Press, an imprint of Elsevier, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2023. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xii, 648 pages : |
| Other physical details |
illustrations (black and white, and colour) ; |
| Dimensions |
28 cm. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
unmediated |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
volume |
| Source |
rdacarrier |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographic references and index. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
I. Introduction -- Overview of data science, analytics, and machine learning -- Introduction to R-based language -- II. Applied statistics and data visualization -- Types of variables, measurement scales, and accuracy scales -- Univariate descriptive statistics -- Bivariate descriptive statistics -- Hypotheses tests -- Data visualization and multivariate graphs -- III. Data mining and preparation -- Webscraping and handcrafted robots -- Using application programming interfaces to collect data -- Managing data -- IV. Unsupervised machine learning techniques -- Cluster analysis -- Principal component factor analysis -- Simple and multiple correspondence analysis - V. Supervised machine learning techniques -- Simple and multiple regression models -- Binary and multinomial logistics -- Count-data and zero-inflated -- Generalized linear mixed models -- VI. Improving performance -- Support vector machines -- Classification and regression trees -- Boosting and bagging -- Random forests -- Artificial neural networks -- VII. Spatial analysis -- Working on shapefiles -- Dealing with simple feature objects -- Raster objects -- Exploratory spatial analysis -- VIII. Adding value to your work -- Enhanced and interactive graphs -- Dashboards with R. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Data Science, Analytics and Machine Learning with R explains the principles of data mining and machine learning techniques and accentuates the importance of applied and multivariate modeling. The book emphasizes the fundamentals of each technique, with step-by-step codes and real-world examples with data from areas such as medicine and health, biology, engineering, technology and related sciences. Examples use the most recent R language syntax, with recognized robust, widespread and current packages. Code scripts are exhaustively commented, making it clear to readers what happens in each command. For data collection, readers are instructed how to build their own robots from the very beginning. In addition, an entire chapter focuses on the concept of spatial analysis, allowing readers to build their own maps through geo-referenced data (such as in epidemiologic research) and some basic statistical techniques. Other chapters cover ensemble and uplift modeling and GLMM (Generalized Linear Mixed Models) estimations, both linear and nonlinear. -- |
| Assigning source |
Provided by publisher. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Business |
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Machine learning. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
R (Computer program language). |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Belfiore, Patrícia Prado, |
| Relator term |
author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
De Freitas Souza, Rafael, |
| Relator term |
author |
| 906 ## - LOCAL DATA ELEMENT F, LDF (RLIN) |
|---|
| a |
7 |
| b |
cbc |
| c |
copycat |
| d |
2 |
| e |
ncip |
| f |
20 |
| g |
y-gencatlg |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
Books |
| Edition |
23 |
| Classification part |
658.05631 |
| Item part |
F278d |
| Call number prefix |
GRD |
| Call number suffix |
2023 |
| Suppress in OPAC |
No |
