Modelling with Words

Learning, Fusion, and Reasoning within a Formal Linguistic Representation Framework

Johnathan Lawry, Anca Ralescu, Jimi Shanahan - Collection Lecture Notes in Economics and Mathematical Systems

230 pages, parution le 11/02/2004

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Résumé

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

Written for:
Researchers and professionals

L'auteur - Johnathan Lawry

Editor

L'auteur - Anca Ralescu

Editor

L'auteur - Jimi Shanahan

Editor

Sommaire

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 Interpret ability 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

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Caractéristiques techniques

	PAPIER
Éditeur(s)	Springer
Auteur(s)	Johnathan Lawry, Anca Ralescu, Jimi Shanahan
Collection	Lecture Notes in Economics and Mathematical Systems
Parution	11/02/2004
Nb. de pages	230
Format	15,5 x 23,5
Couverture	Broché
Poids	375g
Intérieur	Noir et Blanc
EAN13	9783540204879