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Entwicklung eines Algorithmus für lineare Klassifikationsbäume

Summary Details

Klassifikationsbäume sind schon seit den frühen 70er Jahren Gegenstand wissenschaftlicher Forschung. Ihre Einfachheit in der Interpretation und ihre Schnelligkeit haben sie in den verschiedensten Gebieten bekannt gemacht. Mittlerweile existieren Beiträge aus der Mustererkennung, den neuronalen Netzen, der Statistik und ganz besonders dem Maschinellen Lernen. In all diesen Bereichen werden sie mit Erfolg eingesetzt und es gibt Anwendungen zum Beispiel in der Medizin, Astronomie und Psychologie. Eine neue Methode zum Bau von Klassifikationsbäumen sind Diskriminanzbäume. Sie verwenden eine lineare Diskriminanzanalyse, um die Splitts zu berechnen, was zu kleineren und genaueren Bäumen führt als bei konventionellen Methoden.

Die Diskriminanzbäume wurden in einer Reihe von Experimenten mit anderen Methoden verglichen und zeigten in den meisten Fällen eine bessere Leistung. Die Diskriminanzbäume sind ein vielversprechender neuer Ansatz zum Bau von Klassifikationsbäumen. Sie sind kleiner, genauer, schneller und robuster gegen Überanpassung als konventionelle Methoden.

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Title: Entwicklung eines Algorithmus für lineare Klassifikationsbäume

Diploma Thesis , 1996 , 132 Pages , Grade: 1.5

Autor:in: Jochen Gehri (Author)

Computer Sciences - Artificial Intelligence
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Details

Title
Entwicklung eines Algorithmus für lineare Klassifikationsbäume
College
University of Freiburg  (Institut für Informatik)
Grade
1.5
Author
Jochen Gehri (Author)
Publication Year
1996
Pages
132
Catalog Number
V1376533
ISBN (PDF)
9783346913548
ISBN (Book)
9783346913555
Language
German
Tags
entwicklung algorithmus klassifikationsbäume
Product Safety
GRIN Publishing GmbH
Quote paper
Jochen Gehri (Author), 1996, Entwicklung eines Algorithmus für lineare Klassifikationsbäume, Munich, GRIN Verlag, https://www.grin.com/document/1376533
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Excerpt from  132  pages
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