Mathematical foundations for data analysis (Record no. 51029)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 00935nam a22001697a 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9783030623401 (hb) |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.3120151 |
| Author Mark | PHI |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Authorship | Phillips, Jeff M. |
| 245 ## - TITLE STATEMENT | |
| Title | Mathematical foundations for data analysis |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | Cham |
| Name of publisher | Springer Nature Singapore Pte Ltd. |
| Date of publication | 2021 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xvii, 287 p. |
| Illustrations | : ill., Col. |
| Dimensions | ; 24 cm |
| 490 ## - SERIES STATEMENT | |
| Series statement | Springer series in the data sciences |
| 500 ## - GENERAL NOTE | |
| General note | Includes bibliographical references and indexes. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Contects | 1. Probability Review<br/>2. Convergence and Sampling<br/>3. Linear Algebra Review<br/>4. Distances and Nearest Neighbors<br/>5. Linear Regression<br/>6. Gradient Descent<br/>7. Dimensionality Reduction<br/>8. Clustering<br/>9. Classification<br/>10. Graph structured data<br/>11. Big data and sketching<br/>Index |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Subject | Mathematics |
| Keywords | Quantitative research Mathematics |
| -- | Machine learning Mathematics |
| -- | Data mining Mathematics |
| -- | Linear Algebra |
| -- | Data analysis |
| -- | Visualization |
| -- | FC |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| item type | Books |
| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Source of acquisition | Cost, normal purchase price | Full call number | Barcode | Copy number | Uniform Resource Identifier (Invoice Number) | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Main Campus | Main Campus | Purchased : Pak Book corporation | 13180.00 | 006.3120151 PHI | 69910 | 1 | 12220693 | Books |