| 000 | 02296nam a2200373 a 4500 | ||
|---|---|---|---|
| 001 | 00012394 | ||
| 003 | WSP | ||
| 005 | 20240731095223.0 | ||
| 007 | cr |nu|||unuuu | ||
| 008 | 210817s2021 si o 000 0 eng d | ||
| 040 |
_aWSPC _beng _cWSPC |
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| 020 |
_a9789811241208 _q(ebook) |
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| 020 |
_a9811241201 _q(ebook) |
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| 020 |
_z9789811241192 _q(hbk.) |
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| 020 |
_z9811241198 _q(hbk.) |
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| 050 | 4 |
_aQA278 _b.S611 2021 |
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| 072 | 7 |
_aCOM _x094000 _2bisacsh |
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| 072 | 7 |
_aCOM _x025000 _2bisacsh |
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| 072 | 7 |
_aCOM _x051300 _2bisacsh |
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| 082 | 0 | 4 |
_a519.53 _223 |
| 049 | _aMAIN | ||
| 100 | 1 |
_aSimovici, Dan A. _93696 |
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| 245 | 1 | 0 |
_aClustering _h[electronic resource] : _btheoretical and practical aspects / _cDan A. Simovici. |
| 260 |
_aSingapore : _bWorld Scientific, _c2021. |
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| 300 | _a1 online resource (884 p.). | ||
| 505 | 0 | _aIntroduction -- Set-theoretical preliminaries -- Dissimilarities, metrics, and ultrametrics -- Convexity -- Graphs and hypergraphs -- Partitional clustering -- Statistical approaches to clustering -- Hierarchical clustering -- Density-based clustering -- Categorical data clustering -- Spectral clustering -- Correlation and consensus clustering -- Clustering quality -- Clustering axiomatization -- Biclustering -- Semi-supervised clustering. | |
| 520 |
_a"This unique compendium gives an updated presentation of clustering, one of the most challenging tasks in machine learning. The book provides a unitary presentation of classical and contemporary algorithms ranging from partitional and hierarchical clustering up to density-based clustering, clustering of categorical data, and spectral clustering. Most of the mathematical background is provided in appendices, highlighting algebraic and complexity theory, in order to make this volume as self-contained as possible. A substantial number of exercises and supplements makes this a useful reference textbook for researchers and students."-- _cPublisher's website. |
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| 538 | _aMode of access: World Wide Web. | ||
| 538 | _aSystem requirements: Adobe Acrobat Reader. | ||
| 650 | 0 |
_aCluster analysis. _926336 |
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| 655 | 0 |
_aElectronic books. _93294 |
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| 856 | 4 | 0 |
_uhttps://www.worldscientific.com/worldscibooks/10.1142/12394#t=toc _zAccess to full text is restricted to subscribers. |
| 942 | _cEBK | ||
| 999 |
_c97810 _d97810 |
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