MARC details
| 000 -LEADER |
|---|
| fixed length control field |
03018cam a2200481 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
1096213676 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250829162702.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
190307t20202020flua b 001 0 eng |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
|---|
| LC control number |
2019008196 |
| 015 ## - NATIONAL BIBLIOGRAPHY NUMBER |
|---|
| National bibliography number |
GBB9B5674 |
| Source |
bnb |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781138393295 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781138393295 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781138393295 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
036726093X |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781138393295 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9780429687129 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9780429687105 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9780429401862 |
| 024 8# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
16051385 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
DLC |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
DLC |
| Modifying agency |
OCLCO |
| -- |
OCLCF |
| -- |
NDD |
| -- |
YDX |
| -- |
UKMGB |
| -- |
OCLCQ |
| -- |
BNG |
| -- |
S9M |
| -- |
MUU |
| -- |
SOI |
| -- |
YUS |
| -- |
ZAQ |
| -- |
AJB |
| -- |
TOH |
| -- |
TOL |
| -- |
UtOrBLW |
| 042 ## - AUTHENTICATION CODE |
|---|
| Authentication code |
pcc |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
QA273 |
| Item number |
.M38495 2020 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
519.5 MAT 2020 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Matloff, Norman S., |
| Relator term |
author |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Probability and statistics for data science : |
| Remainder of title |
math + R + data / |
| Statement of responsibility, etc. |
Norman Matloff |
| 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, Taylor & Francis Group, |
| Date of production, publication, distribution, manufacture, or copyright notice |
[2020] |
| 264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Date of production, publication, distribution, manufacture, or copyright notice |
©2020 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxxii, 412 pages : |
| Other physical details |
illustrations ; |
| Dimensions |
24 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 |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Chapman & Hall/CRC data science series |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Contains bibliographical references (pages 391-394) and index |
| 505 00 - FORMATTED CONTENTS NOTE |
|---|
| Title |
Basic probability models -- |
| -- |
Monte Carlo simulation -- |
| -- |
Discrete random variables: expected value -- |
| -- |
Discrete random variables: variance -- |
| -- |
Discrete parametric distribution families -- |
| -- |
Continuous probability models -- |
| -- |
Statistics: prologue -- |
| -- |
Fitting continuous models -- |
| -- |
The family of normal distributions -- |
| -- |
Introduction to statistical inference -- |
| -- |
Multivariate distributions -- |
| -- |
The multivariate normal family of distributions -- |
| -- |
Mixture distributions -- |
| -- |
Multivariate description and dimension reduction -- |
| -- |
Predictive modeling -- |
| -- |
Model parsimony and overfitting -- |
| -- |
Introduction to discrete time Markov chains -- |
| -- |
Appendices: A. R Quick Start -- |
| -- |
B. Matrix algebra |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
"Probability and Statistics for Data Science: Math + R + Data covers "math stat"--distributions, expected value, estimation etc.--but takes the phrase "Data Science" in the title quite seriously: * Real datasets are used extensively. * All data analysis is supported by R coding. * Includes many Data Science applications, such as PCA, mixture distributions, random graph models, Hidden Markov models, linear and logistic regression, and neural networks. * Leads the student to think critically about the "how" and "why" of statistics, and to "see the big picture." * Not "theorem/proof"-oriented, but concepts and models are stated in a mathematically precise manner. Prerequisites are calculus, some matrix algebra, and some experience in programming." --Amazon.com |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Probabilities |
| Form subdivision |
Textbooks |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Mathematical statistics |
| Form subdivision |
Textbooks |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Probabilities |
| General subdivision |
Data processing |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Mathematical statistics |
| General subdivision |
Data processing |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Series in computer science and data analysis |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
Book |
| Suppress in OPAC |
No |
