The Resource Interpretability Issues in Fuzzy Modeling, edited by Jorge Casillas, Oscar Cordón, Francisco Herrera, Luis Magdalena, (electronic resource)

Interpretability Issues in Fuzzy Modeling, edited by Jorge Casillas, Oscar Cordón, Francisco Herrera, Luis Magdalena, (electronic resource)

Label
Interpretability Issues in Fuzzy Modeling
Title
Interpretability Issues in Fuzzy Modeling
Statement of responsibility
edited by Jorge Casillas, Oscar Cordón, Francisco Herrera, Luis Magdalena
Creator
Contributor
Editor
Provider
Subject
Language
eng
Summary
Fuzzy modeling has become one of the most productive and successful results of fuzzy logic. Among others, it has been applied to knowledge discovery, automatic classification, long-term prediction, or medical and engineering analysis. The research developed in the topic during the last two decades has been mainly focused on exploiting the fuzzy model flexibility to obtain the highest accuracy. This approach usually sets aside the interpretability of the obtained models. However, we should remember the initial philosophy of fuzzy sets theory directed to serve the bridge between the human understanding and the machine processing. In this challenge, the ability of fuzzy models to express the behavior of the real system in a comprehensible manner acquires a great importance. This book collects the works of a group of experts in the field that advocate the interpretability improvements as a mechanism to obtain well balanced fuzzy models
Member of
http://library.link/vocab/creatorName
Casillas, Jorge
Image bit depth
0
LC call number
QA76.9.M35
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Cordón, Oscar.
  • Herrera, Francisco.
  • Magdalena, Luis.
  • SpringerLink
Series statement
Studies in Fuzziness and Soft Computing,
Series volume
128
http://library.link/vocab/subjectName
  • Engineering
  • Artificial intelligence
  • Physics
  • Economics
  • Operations research
  • Management information systems
  • Engineering
  • Complexity
  • Artificial Intelligence (incl. Robotics)
  • Economic Theory
  • Operation Research/Decision Theory
  • Business Information Systems
Label
Interpretability Issues in Fuzzy Modeling, edited by Jorge Casillas, Oscar Cordón, Francisco Herrera, Luis Magdalena, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Interpretability improvements to find the balance interpretability-accuracy in fuzzy modeling: an overview -- Regaining comprehensibility of approximative fuzzy models via the use of linguistic hedges -- Identifying flexible structured premises for mining concise fuzzy knowledge -- A multiobjective genetic learning process for joint feature selection and granularity and contexts learning in fuzzy rule-based classification systems -- Extracting linguistic fuzzy models from numerical data-AFRELI algorithm -- Constrained optimization of fuzzy decision trees -- A new method for inducing a set of interpretable fuzzy partitions and fuzzy inference systems from data -- A Feature Ranking Algorithm for Fuzzy Modelling Problems -- Interpretability in multidimensional classification -- Interpretable semi-mechanistic fuzzy models by clustering, OLS and FIS model reduction -- Trade-off between approximation accuracy and complexity: TS controller design via HOSVD based complexity minimization -- Simplification and reduction of fuzzy rules -- Effect of rule representation in rule base reduction -- Singular value-based fuzzy reduction with relaxed normalization condition -- Interpretability, complexity, and modular structure of fuzzy systems -- Hierarchical genetic fuzzy systems: accuracy, interpretability and design autonomy -- About the trade-off between accuracy and interpretability of Takagi-Sugeno models in the context of nonlinear time series forecasting -- Accurate, transparent and compact fuzzy models by multi-objective evolutionary algorithms -- Transparent fuzzy systems in modeling and control -- Uniform fuzzy partitions with cardinal splines and wavelets: getting interpretable linguistic fuzzy models -- Relating the theory of partitions in MV-logic to the design of interpretable fuzzy systems -- A formal model of interpretability of linguistic variables -- Expressing relevance and interpretability of rule-based systems -- Conciseness of fuzzy models -- Exact trade-off between approximation accuracy and interpretability: solving the saturation problem for certain FRBSs -- Interpretability improvement of RBF-based neurofuzzy systems using regularized learning -- Extracting fuzzy classification rules from fuzzy clusters on the basis of separating hyperplanes
Dimensions
unknown
Extent
XIV, 643 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783540370574
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-540-37057-4
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-540-37057-4
Label
Interpretability Issues in Fuzzy Modeling, edited by Jorge Casillas, Oscar Cordón, Francisco Herrera, Luis Magdalena, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Interpretability improvements to find the balance interpretability-accuracy in fuzzy modeling: an overview -- Regaining comprehensibility of approximative fuzzy models via the use of linguistic hedges -- Identifying flexible structured premises for mining concise fuzzy knowledge -- A multiobjective genetic learning process for joint feature selection and granularity and contexts learning in fuzzy rule-based classification systems -- Extracting linguistic fuzzy models from numerical data-AFRELI algorithm -- Constrained optimization of fuzzy decision trees -- A new method for inducing a set of interpretable fuzzy partitions and fuzzy inference systems from data -- A Feature Ranking Algorithm for Fuzzy Modelling Problems -- Interpretability in multidimensional classification -- Interpretable semi-mechanistic fuzzy models by clustering, OLS and FIS model reduction -- Trade-off between approximation accuracy and complexity: TS controller design via HOSVD based complexity minimization -- Simplification and reduction of fuzzy rules -- Effect of rule representation in rule base reduction -- Singular value-based fuzzy reduction with relaxed normalization condition -- Interpretability, complexity, and modular structure of fuzzy systems -- Hierarchical genetic fuzzy systems: accuracy, interpretability and design autonomy -- About the trade-off between accuracy and interpretability of Takagi-Sugeno models in the context of nonlinear time series forecasting -- Accurate, transparent and compact fuzzy models by multi-objective evolutionary algorithms -- Transparent fuzzy systems in modeling and control -- Uniform fuzzy partitions with cardinal splines and wavelets: getting interpretable linguistic fuzzy models -- Relating the theory of partitions in MV-logic to the design of interpretable fuzzy systems -- A formal model of interpretability of linguistic variables -- Expressing relevance and interpretability of rule-based systems -- Conciseness of fuzzy models -- Exact trade-off between approximation accuracy and interpretability: solving the saturation problem for certain FRBSs -- Interpretability improvement of RBF-based neurofuzzy systems using regularized learning -- Extracting fuzzy classification rules from fuzzy clusters on the basis of separating hyperplanes
Dimensions
unknown
Extent
XIV, 643 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783540370574
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-540-37057-4
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-540-37057-4

Library Locations

  • African Studies LibraryBorrow it
    771 Commonwealth Avenue, 6th Floor, Boston, MA, 02215, US
    42.350723 -71.108227
  • Alumni Medical LibraryBorrow it
    72 East Concord Street, Boston, MA, 02118, US
    42.336388 -71.072393
  • Astronomy LibraryBorrow it
    725 Commonwealth Avenue, 6th Floor, Boston, MA, 02445, US
    42.350259 -71.105717
  • Fineman and Pappas Law LibrariesBorrow it
    765 Commonwealth Avenue, Boston, MA, 02215, US
    42.350979 -71.107023
  • Frederick S. Pardee Management LibraryBorrow it
    595 Commonwealth Avenue, Boston, MA, 02215, US
    42.349626 -71.099547
  • Howard Gotlieb Archival Research CenterBorrow it
    771 Commonwealth Avenue, 5th Floor, Boston, MA, 02215, US
    42.350723 -71.108227
  • Mugar Memorial LibraryBorrow it
    771 Commonwealth Avenue, Boston, MA, 02215, US
    42.350723 -71.108227
  • Music LibraryBorrow it
    771 Commonwealth Avenue, 2nd Floor, Boston, MA, 02215, US
    42.350723 -71.108227
  • Pikering Educational Resources LibraryBorrow it
    2 Silber Way, Boston, MA, 02215, US
    42.349804 -71.101425
  • School of Theology LibraryBorrow it
    745 Commonwealth Avenue, 2nd Floor, Boston, MA, 02215, US
    42.350494 -71.107235
  • Science & Engineering LibraryBorrow it
    38 Cummington Mall, Boston, MA, 02215, US
    42.348472 -71.102257
  • Stone Science LibraryBorrow it
    675 Commonwealth Avenue, Boston, MA, 02445, US
    42.350103 -71.103784
Processing Feedback ...