Distributed Memory Computing: 2nd European Conference, EDMCC2 Munich, FRG, April 22-24, 1991 Proceedings: Learning, Fusion, and Reasoning within a Formal Linguistic Representation Framework: 2873 - Brossura

 
9783540204879: Distributed Memory Computing: 2nd European Conference, EDMCC2 Munich, FRG, April 22-24, 1991 Proceedings: Learning, Fusion, and Reasoning within a Formal Linguistic Representation Framework: 2873
Brossura
ISBN 10: 3540204873 ISBN 13: 9783540204879
Casa editrice: Springer, 2009

Sinossi

Modelling with Words is an emerging modelling methodology closely related to the paradigm of Computing with Words introduced by Lotfi Zadeh.

This book is an authoritative collection of key contributions to the new concept of Modelling with Words. A wide range of issues in systems modelling and analysis is presented, extending from conceptual graphs and fuzzy quantifiers to humanist computing and self-organizing maps. Among the core issues investigated are

- balancing predictive accuracy and high level transparency in learning

- scaling linguistic algorithms to high-dimensional data problems

- integrating linguistic expert knowledge with knowledge derived from data

- identifying sound and useful inference rules

- integrating fuzzy and probabilistic uncertainty in data modelling

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Contenuti

Random Set-Based Approaches for Modelling Fuzzy Operators.- A General Framework for Induction of Decision Trees under Uncertainty.- Combining Rule Weight Learning and Rule Selection to Obtain Simpler and More Accurate Linguistic Fuzzy Models.- Semantics-Preserving Dimensionality Reduction in Intelligent Modelling.- Conceptual Graphs for Modelling and Computing with Generally Quantified Statements.- Improvement of the Interpretability of Fuzzy Rule Based Systems: Quantifiers, Similarities and Aggregators.- Humanist Computing: Modelling with Words, Concepts, and Behaviours.- A Hybrid Framework Using SOM and Fuzzy Theory for Textual Classification in Data Mining.- Combining Collaborative and Content-Based Filtering Using Conceptual Graphs.- Random Sets and Appropriateness Degrees for Modelling with Labels.- Interpretability Issues in Fuzzy Genetics-Based Machine Learning for Linguistic Modelling.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Springer
Data di pubblicazione
2009
Lingua
Inglese
ISBN 10 
3540204873
ISBN 13 
9783540204879
Rilegatura
Copertina flessibile
Numero di pagine
524
Redattore
Bode Arndt
Contatto del produttore
Springer Nature Customer Service Center GmbH
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