书目名称 | Machine Learning and Its Applications | 副标题 | Advanced Lectures | 编辑 | Georgios Paliouras,Vangelis Karkaletsis,Constantin | 视频video | | 概述 | Includes supplementary material: | 丛书名称 | Lecture Notes in Computer Science | 图书封面 |  | 描述 | In recent years machine learning has made its way from artificial intelligence into areas of administration, commerce, and industry. Data mining is perhaps the most widely known demonstration of this migration, complemented by less publicized applications of machine learning like adaptive systems in industry, financial prediction, medical diagnosis and the construction of user profiles for Web browsers..This book presents the capabilities of machine learning methods and ideas on how these methods could be used to solve real-world problems. The first ten chapters assess the current state of the art of machine learning, from symbolic concept learning and conceptual clustering to case-based reasoning, neural networks, and genetic algorithms. The second part introduces the reader to innovative applications of ML techniques in fields such as data mining, knowledge discovery, human language technology, user modeling, data analysis, discovery science, agent technology, finance, etc. | 出版日期 | Textbook 2001 | 关键词 | Algorithmic Learning; Case-Based Reasoning; Clustering; Data Mining; Inference; Support Vector Machine; Us | 版次 | 1 | doi | https://doi.org/10.1007/3-540-44673-7 | isbn_softcover | 978-3-540-42490-1 | isbn_ebook | 978-3-540-44673-6Series ISSN 0302-9743 Series E-ISSN 1611-3349 | issn_series | 0302-9743 | copyright | Springer-Verlag Berlin Heidelberg 2001 |
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