Erschienen: 06.10.2016 Abbildung von Polkowski / Artiemjew | Granular Computing in Decision Approximation | Softcover reprint of the original 1st ed. 2015 | 2016 | An Application of Rough Mereol... | 77

Polkowski / Artiemjew

Granular Computing in Decision Approximation

An Application of Rough Mereology

lieferbar ca. 10 Tage als Sonderdruck ohne Rückgaberecht

139,99 €

inkl. Mwst.

Softcover reprint of the original 1st ed. 2015 2016. Buch. xv, 452 S. 230 s/w-Abbildungen, Bibliographien. Softcover

Springer. ISBN 978-3-319-36621-0

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

Gewicht: 7022 g

In englischer Sprache

Das Werk ist Teil der Reihe: Intelligent Systems Reference Library; 77

Produktbeschreibung

This book presents a study in knowledge discovery in data with knowledge understood as a set of relations among objects and their properties. Relations in this case are implicative decision rules and the paradigm in which they are induced is that of computing with granules defined by rough inclusions, the latter introduced and studied  within rough mereology, the fuzzified version of mereology. In this book basic classes of rough inclusions are defined and based on them methods for inducing granular structures from data are highlighted. The resulting granular structures are subjected to classifying algorithms, notably k—nearest  neighbors and bayesian classifiers. Experimental results are given in detail both in tabular and visualized form for fourteen data sets from UCI data repository. A striking feature of granular classifiers obtained by this approach is that preserving the accuracy of them on original data, they reduce  substantially the size of the granulated data set as well as the set of granular decision rules. This feature makes the presented approach attractive in cases where a small number of  rules providing a high classification accuracy is desirable. As basic algorithms used throughout the text are explained and illustrated with  hand examples, the book may also serve as a textbook.

Autoren

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

        Ihre Daten werden geladen ...