| 000 -LEADER |
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| fixed length control field |
nam a22 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
240501b xxu||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9780443186790 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
005.7 |
| Item number |
REN |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Ren, Jingl |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Mathematical methods in data science |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Name of publisher, distributor, etc |
Elsevier, |
| Date of publication, distribution, etc |
2023 |
| Place of publication, distribution, etc |
Amsterdam : |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xi, 246 p. ; |
| Other physical details |
ill. (some col.), |
| Dimensions |
23 cm. |
| 365 ## - TRADE PRICE |
|---|
| Price amount |
200.00 |
| Price type code |
$ |
| Unit of pricing |
86.30 |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references and index. |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc |
Mathematical Methods in Data Science covers a broad range of mathematical tools used in data science, including calculus, linear algebra, optimization, network analysis, probability and differential equations. Based on the authors' recently published and previously unpublished results, this book introduces a new approach based on network analysis to integrate big data into the framework of ordinary and partial differential equations for dataanalysis and prediction. With data science being used in virtually every aspect of our society, the book includes examples and problems arising in data science and a clear explanation of advanced mathematical concepts, especially data-driven differential equations, making it accessible to researchers and graduate students in mathematics and data science. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name as entry element |
Mathematical models |
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| Topical term or geographic name as entry element |
Differential Equations |
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| Topical term or geographic name as entry element |
Partial differential equations |
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| Topical term or geographic name as entry element |
Lyapunov exponent |
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| Topical term or geographic name as entry element |
Linear subspace |
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| Topical term or geographic name as entry element |
QR decomposition |
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| Topical term or geographic name as entry element |
Laplacian matrix; |
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| Topical term or geographic name as entry element |
PDE model |
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| Topical term or geographic name as entry element |
Influenza |
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| Topical term or geographic name as entry element |
Gradient descent |
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| Topical term or geographic name as entry element |
Eigenvectors |
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| Topical term or geographic name as entry element |
Chainlet clusters |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Wang, Haiyan |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
|
| Item type |
Books |