Machine Learning and Its Applications : Advanced Lectures / edited by Georgios Paliouras, Vangelis Karkaletsis, Constantine D. Spyropoulos

Von:

Paliuras, Geōrgios, 1970- [aut]

Mitwirkende(r):

Resource type: Ressourcentyp: Buch (Online)Buch (Online)Sprache: Englisch Reihen: SpringerLink Bücher | Springer eBook Collection Computer Science | Lecture notes in computer science ; 2049Verlag: Berlin, Heidelberg : Springer-Verlag Berlin Heidelberg, 2001Beschreibung: Online-RessourceISBN:

9783540446736
3540424903

Weitere Titel:

Advanced Course in Artificial Intelligence, ACAI '99

Schlagwörter: Genre/Form:

Konferenzschrift -- 1999 -- Chania

Andere physische Formen: 9783540424901 | Buchausg. u.d.T.: Machine learning and its applications. Berlin : Springer, 2001. VIII, 324 SDDC-Klassifikation:

006.31
006.3/1
006.3 23

MSC: MSC: *68U99 | 68-06RVK: RVK: ST 300LOC-Klassifikation:

Q334-342
TJ210.2-211.495

DOI: DOI: 10.1007/3-540-44673-7Online-Ressourcen:

Zugang im Netz des KIT

Zusammenfassung: 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, etcPPN: PPN: 1649257430Package identifier: Produktsigel: ZDB-2-BAE | ZDB-2-LNC | ZDB-2-SCS | ZDB-2-SXCS | ZDB-2-SEB

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