Visual knowledge discovery and machine learning (Record no. 33812)
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| INTERNATIONAL STANDARD BOOK NUMBER | |
|---|---|
| International Standard Book Number | 9783319730394 |
| DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Call number | 005.74 KO VI |
| MAIN ENTRY--PERSONAL NAME | |
| Authors | Kovalerchuk, Boris |
| TITLE STATEMENT | |
| Title | Visual knowledge discovery and machine learning |
| Statement of responsibility, etc | Boris Kovalerchuk |
| PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | USA : |
| Publisher | Springer, |
| Date | c2018. |
| PHYSICAL DESCRIPTION | |
| Extent | xxi, 317 p. : |
| Other Details | col. ill. ; |
| Size | 25 cm. |
| SERIES STATEMENT | |
| Series statement | Intelligent Systems Reference Library, |
| International Standard Serial Number | 1868-4394 ; |
| Volume number | 144 |
| SUMMARY | |
| Summary | This book combines the advantages of high-dimensional data visualization and machine learning in the context of identifying complex n-D data patterns. It vastly expands the class of reversible lossless 2-D and 3-D visualization methods, which preserve the n-D information. This class of visual representations, called the General Lines Coordinates (GLCs), is accompanied by a set of algorithms for n-D data classification, clustering, dimension reduction, and Pareto optimization. The mathematical and theoretical analyses and methodology of GLC are included, and the usefulness of this new approach is demonstrated in multiple case studies. These include the Challenger disaster, world hunger data, health monitoring, image processing, text classification, market forecasts for a currency exchange rate, computer-aided medical diagnostics, and others. As such, the book offers a unique resource for students, researchers, and practitioners in the emerging field of Data Science. |
| SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Heading | Engineering |
| SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Heading | Artificial intelligence |
| SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Heading | Computational intelligence |
| ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | https://uowd.box.com/s/emji2tyypl5bnk41qhxxpqodaug1myvj |
| Public note | Location Map |
| MAIN ENTRY--PERSONAL NAME | |
| -- | 17487 |
| SUBJECT ADDED ENTRY--TOPICAL TERM | |
| -- | 780 |
| SUBJECT ADDED ENTRY--TOPICAL TERM | |
| -- | 370 |
| SUBJECT ADDED ENTRY--TOPICAL TERM | |
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| Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Permanent location | Current location | Shelving location | Date acquired | Source of acquisition | Full call number | Barcode | Date last seen | Price effective from | Koha item type | Public note |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| University of Wollongong in Dubai | University of Wollongong in Dubai | Main Collection | 2018-05-14 | AMAUK | 005.74 KO VI | T0059413 | 2018-03-05 | 2018-03-05 | REGULAR | May2018 |