Erschienen: 23.08.2016 Abbildung von Grabczewski | Meta-Learning in Decision Tree Induction | Softcover reprint of the original 1st ed. 2014 | 2016

Grabczewski

Meta-Learning in Decision Tree Induction

lieferbar ca. 10 Tage als Sonderdruck ohne Rückgaberecht

149,98 €

inkl. Mwst.

Softcover reprint of the original 1st ed. 2014 2016. Buch. xvi, 343 S. 33 s/w-Abbildungen, Bibliographien. Softcover

Springer. ISBN 978-3-319-37723-0

Format (B x L): 15,5 x 23,5 cm

Gewicht: 551 g

In englischer Sprache

Produktbeschreibung

The book focuses on different variants of decision tree induction but also describes  the meta-learning approach in general which is applicable to other types of machine learning algorithms. The book discusses different variants of decision tree induction and represents a useful source of information to readers wishing to review some of the techniques used in decision tree learning, as well as different ensemble methods that involve decision trees. It is shown that the knowledge of different components used within decision tree learning needs to be systematized to enable the system to generate and evaluate different variants of machine learning algorithms with the aim of identifying the top-most performers or potentially the best one. A unified view of decision tree learning enables to emulate different decision tree algorithms simply by setting certain parameters. As meta-learning requires running many different processes with the aim of obtaining performance results, a detailed description of the experimental methodology and evaluation framework is provided. Meta-learning is discussed in great detail in the second half of the book. The exposition starts by presenting a comprehensive review of many meta-learning approaches explored in the past described in literature, including for instance approaches that provide a ranking of algorithms. The approach described can be related to other work that exploits planning whose aim is to construct data mining workflows. The book stimulates interchange of ideas between different, albeit related, approaches.

 

Gesamtwerk

Die 8. Auflage ist wieder auf sechs Bände angelegt. Darin finden sich übersichtlich und in systematischer Gliederung Vertragsmuster aus der Feder erfahrener Experten. Jedem dieser Muster folgen Anmerkungen, mit denen der dem Vertragsentwurf zu Grunde liegende Sachverhalt und die Gründe für die Wahl des spezifischen Formulars erläutert werden.

Autoren

  • Dieses Set enthält folgende Produkte:
      Auch in folgendem Set erhältlich:
      • nach oben

        Ihre Daten werden geladen ...