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Semi-Supervised and Unsupervised Machine Learning. Novel Strategies

Semi-Supervised and Unsupervised Machine Learning. Novel Strategies
Автор: Albalate Amparo
Дата написания:
Издательство: John Wiley & Sons Limited
ISBN: 9781118586334
Цена: 10047.95 Руб.
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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.

Гениальная мысль: Некоторые книги были бы гораздо более ясными, если бы их не старались делать столь ясными.

Отличная шутка: Не в деньгах счастье — человек, имеющий десять миллионов долларов, может быть ничуть не счастливее человека, имеющего девять.