Semi-supervised and unsupervised machine learning: novel strategies
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
London
ISTE
2011
|
| Schlagworte: | |
| Online-Zugang: | FAN01 FRO01 UBG01 URL des Erstveröffentlichers |
| Beschreibung: | "This book provides a detailed and up-to-date overview on classification and data mining methods. The first part is focused on supervised classification algorithms and their applications, including recent research on the combination of classifiers. The second part deals with unsupervised data mining and knowledge discovery, with special attention to text mining. Discovering the underlying structure on a data set has been a key research topic associated to unsupervised techniques with multiple applications and challenges, from web-content mining to the inference of cancer subtypes in genomic microarray data. Among those, the book focuses on a new application for dialog systems which can be thereby made adaptable and portable to different domains. Clustering evaluation metrics and new approaches, such as the ensembles of clustering algorithms, are also described"-- Includes bibliographical references and index |
| Beschreibung: | 1 Online-Ressource (x, 244 pages) |
| ISBN: | 9781118557693 1118557697 9781118586334 1118586336 9781118586136 1118586131 9781848212039 1848212038 |
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Datensatz im Suchindex
| _version_ | 1804175975114604544 |
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| any_adam_object | |
| author | Albalate, Amparo |
| author_facet | Albalate, Amparo |
| author_role | aut |
| author_sort | Albalate, Amparo |
| author_variant | a a aa |
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| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3 |
| dewey-search | 006.3 |
| dewey-sort | 16.3 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| format | Electronic eBook |
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| id | DE-604.BV043395352 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T07:24:49Z |
| institution | BVB |
| isbn | 9781118557693 1118557697 9781118586334 1118586336 9781118586136 1118586131 9781848212039 1848212038 |
| language | English |
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| publishDate | 2011 |
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| publisher | ISTE |
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| spelling | Albalate, Amparo Verfasser aut Semi-supervised and unsupervised machine learning novel strategies Amparo Albalate, Wolfgang Minker London ISTE 2011 1 Online-Ressource (x, 244 pages) txt rdacontent c rdamedia cr rdacarrier "This book provides a detailed and up-to-date overview on classification and data mining methods. The first part is focused on supervised classification algorithms and their applications, including recent research on the combination of classifiers. The second part deals with unsupervised data mining and knowledge discovery, with special attention to text mining. Discovering the underlying structure on a data set has been a key research topic associated to unsupervised techniques with multiple applications and challenges, from web-content mining to the inference of cancer subtypes in genomic microarray data. Among those, the book focuses on a new application for dialog systems which can be thereby made adaptable and portable to different domains. Clustering evaluation metrics and new approaches, such as the ensembles of clustering algorithms, are also described"-- Includes bibliographical references and index Machine learning Computational learning theory Supervised learning (Machine learning) Data mining Discourse analysis / Statistical methods Speech processing systems Computational intelligence COMPUTERS / Enterprise Applications / Business Intelligence Tools bisacsh COMPUTERS / Intelligence (AI) & Semantics bisacsh Computational intelligence fast Data mining fast Discourse analysis / Statistical methods fast Speech processing systems fast Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Sprachverarbeitung (DE-588)4116579-2 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 s Maschinelles Lernen (DE-588)4193754-5 s 1\p DE-604 Sprachverarbeitung (DE-588)4116579-2 s 2\p DE-604 Minker, Wolfgang Sonstige oth https://onlinelibrary.wiley.com/doi/book/10.1002/9781118557693 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Albalate, Amparo Semi-supervised and unsupervised machine learning novel strategies Machine learning Computational learning theory Supervised learning (Machine learning) Data mining Discourse analysis / Statistical methods Speech processing systems Computational intelligence COMPUTERS / Enterprise Applications / Business Intelligence Tools bisacsh COMPUTERS / Intelligence (AI) & Semantics bisacsh Computational intelligence fast Data mining fast Discourse analysis / Statistical methods fast Speech processing systems fast Maschinelles Lernen (DE-588)4193754-5 gnd Sprachverarbeitung (DE-588)4116579-2 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| subject_GND | (DE-588)4193754-5 (DE-588)4116579-2 (DE-588)4003961-4 |
| title | Semi-supervised and unsupervised machine learning novel strategies |
| title_auth | Semi-supervised and unsupervised machine learning novel strategies |
| title_exact_search | Semi-supervised and unsupervised machine learning novel strategies |
| title_full | Semi-supervised and unsupervised machine learning novel strategies Amparo Albalate, Wolfgang Minker |
| title_fullStr | Semi-supervised and unsupervised machine learning novel strategies Amparo Albalate, Wolfgang Minker |
| title_full_unstemmed | Semi-supervised and unsupervised machine learning novel strategies Amparo Albalate, Wolfgang Minker |
| title_short | Semi-supervised and unsupervised machine learning |
| title_sort | semi supervised and unsupervised machine learning novel strategies |
| title_sub | novel strategies |
| topic | Machine learning Computational learning theory Supervised learning (Machine learning) Data mining Discourse analysis / Statistical methods Speech processing systems Computational intelligence COMPUTERS / Enterprise Applications / Business Intelligence Tools bisacsh COMPUTERS / Intelligence (AI) & Semantics bisacsh Computational intelligence fast Data mining fast Discourse analysis / Statistical methods fast Speech processing systems fast Maschinelles Lernen (DE-588)4193754-5 gnd Sprachverarbeitung (DE-588)4116579-2 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| topic_facet | Machine learning Computational learning theory Supervised learning (Machine learning) Data mining Discourse analysis / Statistical methods Speech processing systems Computational intelligence COMPUTERS / Enterprise Applications / Business Intelligence Tools COMPUTERS / Intelligence (AI) & Semantics Maschinelles Lernen Sprachverarbeitung Automatische Spracherkennung |
| url | https://onlinelibrary.wiley.com/doi/book/10.1002/9781118557693 |
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